From 9c1f811dae4dd26a876639821352a1cf78bfe703 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Sat, 20 Dec 2025 17:48:47 +0200 Subject: [PATCH 01/27] format for joss --- paper/paper.md | 117 +++++++++++++++++++ paper/references.bib | 260 +++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 377 insertions(+) create mode 100644 paper/paper.md create mode 100644 paper/references.bib diff --git a/paper/paper.md b/paper/paper.md new file mode 100644 index 0000000000..29653948fa --- /dev/null +++ b/paper/paper.md @@ -0,0 +1,117 @@ +--- +title: 'ArviZ: a modular and flexible library for exploratory analysis of Bayesian models' +tags: + - Python + - Bayesian statistics + - Bayesian workflow +authors: + - name: Osvaldo A Martin + orcid: 0000-0001-7419-8978 + equal-contrib: true + corresponding: true + affiliation: 1 + - name: Oriol Abril-Pla + orcid: 0000-0002-1847-9481 + equal-contrib: true + corresponding: true + affiliation: 2 + - name: Jordan Deklerk + affiliation: 3 + - name: Colin Carroll + orcid: 0000-0001-6977-0861 + affiliation: 2 + - name: Ari Hartikainen + orcid: 0000-0002-4569-569X + affiliation: 2 + - name: Aki Vehtari + orcid: 0000-0003-2164-9469 + affiliation: 1 +affiliations: + - name: Aalto University, Espoo, Finland + index: 1 + - name: arviz-devs + index: 2 + - name: DICK's Sporting Goods, Coraopolis, Pennsylvania + index: 3 +date: 22 December 2025 +bibliography: references.bib +--- + +# Summary + + +`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. It's goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, and NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. + +`ArviZ` is part of the broader ArviZ-project, which develops tools for Exploratory Analysis of Bayesian Models. The organization also maintains other initiatives, including arviz.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. + +In this work, we present a redesigned version of `ArviZ` that emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. + +# Statement of need + +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. However, effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. + +The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2020; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. + +# Description + +We present a redesigned version of `ArviZ` emphasizing greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages with improved design as described next. + +General functionality, data processing, and data input/output have been streamlined and enhanced for greater versatility. Previously, `ArviZ` used the custom `InferenceData` class to organize and store the high-dimensional outputs of Bayesian inference in a structured, labeled format, enabling efficient analysis, metadata persistence, and serialization. These have been replaced with the `DataTree` class from xarray [@Hoyer_2017]. Additionally, converters allow more flexibility in dimensionality, naming, and indexing of their generated outputs. + +Statistical functions are now accessible through two distinct interfaces: + +* A low-level array interface with minimal dependencies, intended for advanced users and developers of third-party libraries. +* A higher-level xarray interface designed for end users, which simplifies usage by automating common tasks and handling metadata. + +Plotting functions have also been redesigned to support modularity at multiple levels: + +* At a high level, `ArviZ` offers a collection of “batteries-included” plots. These are built-in plotting functions providing sensible defaults for common tasks like MCMC sampling diagnostics, predictive checks, and model comparison. +* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, without needing to handle faceting or aesthetics. +* At a lower level, we have improved the separation between computational and plotting logic, reducing code duplication and enhancing modular design. These changes also facilitate support for multiple plotting backends, improving extensibility and maintainability. Currently, `ArviZ` supports three plotting backends: matplotlib [@Hunter_2007], Bokeh [@Bokeh_2018], and plotly [@plotly_2015]. + + +## Examples + +For the first example, we construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample size for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws + + import numpy as np + from arviz import array_stats + + rng = np.random.default_rng() + samples = rng.normal(size=(4, 1000, 2)) + array_stats.ess(samples, chain_axis=0, draw_axis=1) + +We now contrast the array interface with the xarray interface, as we see there is no need to specify the chain and draw information, as this information is already encoded in the `DataTree` object. + + import arviz as az + dt_samples = az.convert_to_datatree(samples) + az.ess(dt_samples) + +The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`), but in the following example we also apply optional customizations. + + az.style.use('arviz-variat') + dt = az.load_arviz_data("centered_eight") + pc = az.plot_dist( + dt, + kind="hist", + visuals={"hist":{"alpha": 0.3}}, + aes={"color": ["school"]} + ); + pc.add_legend("school", loc="outside right upper") + +![plot_dist with color mapped to school dimension.](figures/figure_0.png "`plot_dist` is a built-in plot. Here we show an example of further customization. The color is mapped to the school dimension. A neutral color is automatically assigned to the variables without the school dimension (mu and tau). The histograms have been made translucent"){width=4.5in} + +We have shown two small examples. For a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. + + +## Acknowledgements + +We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. + +This research was supported by: + +* The Research Council of Finland Flagship Program "Finnish Center for Artificial Intelligence" (FCAI) +* Essential Open Source Software Round 4 grant by the Chan Zuckerberg Initiative (CZI) +* ... + +# References \ No newline at end of file diff --git a/paper/references.bib b/paper/references.bib new file mode 100644 index 0000000000..a77ea2ff4c --- /dev/null +++ b/paper/references.bib @@ -0,0 +1,260 @@ +@article{Kumar_2019, +doi = {10.21105/joss.01143}, +url = {https://doi.org/10.21105/joss.01143}, +year = {2019}, publisher = {The Open Journal}, +volume = {4}, +number = {33}, +pages = {1143}, +author = {Ravin Kumar and Colin Carroll and Ari Hartikainen and Osvaldo Martin}, +title = {ArviZ a unified library for exploratory analysis of Bayesian models in Python}, +journal = {Journal of Open Source Software} +} + +@article{Abril-pla_2023, + title = {{PyMC}: a modern, and comprehensive probabilistic programming framework in {Python}}, + volume = {9}, + issn = {2376-5992}, + shorttitle = {{PyMC}}, + url = {https://peerj.com/articles/cs-1516}, + doi = {10.7717/peerj-cs.1516}, + language = {en}, + urldate = {2023-10-26}, + journal = {PeerJ Computer Science}, + author = {Abril-Pla, Oriol and Andreani, Virgile and Carroll, Colin and Dong, Larry and Fonnesbeck, Christopher J. and Kochurov, Maxim and Kumar, Ravin and Lao, Junpeng and Luhmann, Christian C. and Martin, Osvaldo A. and Osthege, Michael and Vieira, Ricardo and Wiecki, Thomas and Zinkov, Robert}, + month = sep, + year = {2023}, + note = {Publisher: PeerJ Inc.}, + pages = {e1516}, +} + +@article{stan, + title = {Stan: {{A Probabilistic Programming Language}} | {{Carpenter}} | {{Journal}} of {{Statistical Software}}}, + shorttitle = {{}}, + doi = {10.18637/jss.v076.i01}, + language = {en-US}, + keywords = {Bayesian inference,algorithmic differentiation,probabilistic programming,Stan}, +} + +@article{Phan_2019, + title={Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro}, + author={Phan, Du and Pradhan, Neeraj and Jankowiak, Martin}, + journal={arXiv preprint arXiv:1912.11554}, + year={2019} +} + +@article{Bingham_2019, + author = {Eli Bingham and + Jonathan P. Chen and + Martin Jankowiak and + Fritz Obermeyer and + Neeraj Pradhan and + Theofanis Karaletsos and + Rohit Singh and + Paul A. Szerlip and + Paul Horsfall and + Noah D. Goodman}, + title = {Pyro: Deep Universal Probabilistic Programming}, + journal = {J. Mach. Learn. Res.}, + volume = {20}, + pages = {28:1--28:6}, + year = {2019}, + url = {http://jmlr.org/papers/v20/18-403.html} +} + +@misc{Gelman_2020, + title={Bayesian Workflow}, + author={Andrew Gelman and Aki Vehtari and Daniel Simpson and Charles C. Margossian and Bob Carpenter and Yuling Yao and Lauren Kennedy and Jonah Gabry and Paul-Christian Bürkner and Martin Modrák}, + year={2020}, + eprint={2011.01808}, + archivePrefix={arXiv}, + doi={10.48550/arXiv.2011.01808}, + primaryClass={stat.ME} +} + +@article{Sailynoja_2025, + title={Recommendations for visual predictive checks in Bayesian workflow}, + author={S{\"a}ilynoja, Teemu and Johnson, Andrew R and Martin, Osvaldo A and Vehtari, Aki}, + journal={arXiv:2503.01509}, + doi={10.48550/arXiv.2503.01509}, + year={2025}, +} + +@article{Vehtari_2017, + title={Practical {Bayesian} model evaluation using leave-one-out cross-validation and {WAIC}}, + author={Vehtari, Aki and Gelman, Andrew and Gabry, Jonah}, + journal={Stat Comp}, + doi={10.1007/s11222-016-9696-4}, + volume={27}, + pages={1413--1432}, + year={2017}, +} + +@article{Vehtari_2021, + title={Rank-normalization, folding, and localization: An improved $\widehat{R}$ for assessing convergence of {MCMC}}, + author={Vehtari, Aki and Gelman, Andrew and Simpson, Daniel and Carpenter, Bob and B{\"u}rkner, Paul Christian}, + journal={Bayes Anal}, + year={2021}, + volume={16}, + doi={10.1214/20-BA1221}, + pages={667--718} +} + +@article{Sailynoja_2022, + title = {Graphical test for discrete uniformity and its applications in goodness-of-fit evaluation and multiple sample comparison}, + volume = {32}, + pages = {1573--1375}, + journal = {Stat Comp}, + author = {Säilynoja, Teemu and Bürkner, Paul Christian and Vehtari, Aki}, + doi = {10.1007/s11222-022-10090-6}, + year = {2022} +} + +@article{Kallioinen_2023, +title = {Detecting and diagnosing prior and likelihood sensitivity with power-scaling}, +author = {Noa Kallioinen and Topi Paananen and Paul Christian Bürkner and Aki Vehtari}, +year = {2023}, +journal = {Stat Comp}, +volume = {34}, +issue = {57}, +doi = {10.1007/s11222-023-10366-5}, +encoding = {UTF-8}, +} + +@Article{Paananen_2020, + author = {Topi Paananen and Juho Piironen and Paul Christian B{\"u}rkner and Aki Vehtari}, + title = {Implicitly adaptive importance sampling}, + journal = {arXiv:1906.08850}, + doi={10.1007/s11222-020-09982-2}, + year = {2020} +} + +@article{Gelman_2019, +author = {Andrew Gelman and Ben Goodrich and Jonah Gabry and Aki Vehtari}, +title = {R-squared for {Bayesian} regression models}, +journal = {Am Stat}, +doi={10.1080/00031305.2018.1549100}, +volume = {73}, +number = {3}, +pages = {307-309}, +year = {2019} +} + +@article{Dimitriadis_2021, + title = {Stable reliability diagrams for probabilistic classifiers}, + volume = {118}, + issn = {0027-8424, 1091-6490}, + url = {https://pnas.org/doi/full/10.1073/pnas.2016191118}, + doi = {10.1073/pnas.2016191118}, + language = {en}, + number = {8}, + urldate = {2023-04-12}, + journal = {Proceedings of the National Academy of Sciences}, + author = {Dimitriadis, Timo and Gneiting, Tilmann and Jordan, Alexander I.}, + month = feb, + year = {2021}, + pages = {e2016191118}, +} + +@article{Capretto_2022, + title={Bambi: A Simple Interface for Fitting Bayesian Linear Models in Python}, + volume={103}, + number={15}, + journal={Journal of Statistical Software}, + author={Capretto, Tomás and Piho, Camen and Kumar, Ravin and Westfall, Jacob and Yarkoni, Tal and Martin, Osvaldo A}, + year={2022}, + pages={1–29} +} + +@article{Hoyer_2017, + title = {xarray: {N-D} labeled arrays and datasets in {Python}}, + author = {Hoyer, S. and J. Hamman}, + journal = {Journal of Open Research Software}, + volume = {5}, + number = {1}, + year = {2017}, + publisher = {Ubiquity Press}, + doi = {10.5334/jors.148}, + url = {https://doi.org/10.5334/jors.148} +} + +@article{Hunter_2007, + Author = {Hunter, J. D.}, + Title = {Matplotlib: A 2D graphics environment}, + Journal = {Computing in Science \& Engineering}, + Volume = {9}, + Number = {3}, + Pages = {90--95}, + abstract = {Matplotlib is a 2D graphics package used for Python for + application development, interactive scripting, and publication-quality + image generation across user interfaces and operating systems.}, + publisher = {IEEE COMPUTER SOC}, + doi = {10.1109/MCSE.2007.55}, + year = 2007 +} + +@manual{Bokeh_2018, +title = {Bokeh: Python library for interactive visualization}, +author = {{Bokeh Development Team}}, +year = {2018}, +url = {https://bokeh.pydata.org/en/latest/}, +} + +@online{plotly_2015, +author = {Plotly Technologies Inc.}, +title = {Collaborative data science}, +publisher = {Plotly Technologies Inc.}, +address = {Montreal, QC}, +year = {2015}, +url = {https://plot.ly}, +} + +@misc{Guo_2024, + title={VMC: A Grammar for Visualizing Statistical Model Checks}, + author={Ziyang Guo and Alex Kale and Matthew Kay and Jessica Hullman}, + year={2024}, + eprint={2408.16702}, + archivePrefix={arXiv}, + primaryClass={cs.HC}, + url={https://arxiv.org/abs/2408.16702}, +} + +@book{Martin_2024, + title = {Bayesian {Analysis} with {Python}: {A} {Practical} {Guide} to probabilistic modeling, 3rd {Edition}}, + isbn = {978-1-80512-716-1}, + shorttitle = {Bayesian {Analysis} with {Python}}, + language = {English}, + publisher = {Packt Publishing}, + author = {Martin, Osvaldo A}, + month = feb, + year = {2024}, +} + + +@article{emcee, doi = {10.21105/joss.01864}, url = {https://doi.org/10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } + + +@book{eabm_2025, + author = {Osvaldo A Martin and Oriol Abril-Pla and Jordan Deklerk}, + title = {Exploratory analysis of Bayesian models}, + month = nov, + year = 2025, + publisher = {Zenodo}, + version = {v0.3.0}, + doi = {10.5281/zenodo.15127548}, + url = {https://doi.org/10.5281/zenodo.15127548}, + }, + + + +@article{icazatti_2023, +author = {Icazatti, Alejandro and Abril-Pla, Oriol and Klami, Arto and Martin, Osvaldo A}, +doi = {10.21105/joss.05499}, +journal = {Journal of Open Source Software}, +month = sep, +number = {89}, +pages = {5499}, +title = {{PreliZ: A tool-box for prior elicitation}}, +url = {https://joss.theoj.org/papers/10.21105/joss.05499}, +volume = {8}, +year = {2023} +} \ No newline at end of file From f324c68cac43748b7bc46a68396733b691a6990a 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+39,6 @@ bibliography: references.bib # Summary - `ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. It's goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, and NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. `ArviZ` is part of the broader ArviZ-project, which develops tools for Exploratory Analysis of Bayesian Models. The organization also maintains other initiatives, including arviz.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. @@ -58,21 +57,22 @@ We present a redesigned version of `ArviZ` emphasizing greater user control and General functionality, data processing, and data input/output have been streamlined and enhanced for greater versatility. Previously, `ArviZ` used the custom `InferenceData` class to organize and store the high-dimensional outputs of Bayesian inference in a structured, labeled format, enabling efficient analysis, metadata persistence, and serialization. These have been replaced with the `DataTree` class from xarray [@Hoyer_2017]. Additionally, converters allow more flexibility in dimensionality, naming, and indexing of their generated outputs. -Statistical functions are now accessible through two distinct interfaces: +Statistical functions are now accessible through two distinct interfaces: -* A low-level array interface with minimal dependencies, intended for advanced users and developers of third-party libraries. -* A higher-level xarray interface designed for end users, which simplifies usage by automating common tasks and handling metadata. +* A low-level array interface with minimal dependencies, intended for advanced users +and developers of third-party libraries. +* A higher-level xarray interface designed for end users, which simplifies usage by automating common tasks and handling metadata. Plotting functions have also been redesigned to support modularity at multiple levels: * At a high level, `ArviZ` offers a collection of “batteries-included” plots. These are built-in plotting functions providing sensible defaults for common tasks like MCMC sampling diagnostics, predictive checks, and model comparison. -* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, without needing to handle faceting or aesthetics. +* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, without needing to handle faceting or aesthetics. * At a lower level, we have improved the separation between computational and plotting logic, reducing code duplication and enhancing modular design. These changes also facilitate support for multiple plotting backends, improving extensibility and maintainability. Currently, `ArviZ` supports three plotting backends: matplotlib [@Hunter_2007], Bokeh [@Bokeh_2018], and plotly [@plotly_2015]. ## Examples -For the first example, we construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample size for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws +For the first example, we construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample size for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws. import numpy as np from arviz import array_stats @@ -87,7 +87,7 @@ We now contrast the array interface with the xarray interface, as we see there i dt_samples = az.convert_to_datatree(samples) az.ess(dt_samples) -The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`), but in the following example we also apply optional customizations. +The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`), but in the following example we also apply optional customizations. az.style.use('arviz-variat') dt = az.load_arviz_data("centered_eight") @@ -103,10 +103,9 @@ The only required argument for battery-included plots is the input data, typical We have shown two small examples. For a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. - ## Acknowledgements -We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. +We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. We also thank all the contributors to `arviz`, `arviz-base`, `arviz-stats` and `arviz-plots` repositories, including code contributors, documentation writers, issue reporters, and users who have provided feedback and suggestions. This research was supported by: From 47f580c4939e9d36e89c6b4566e8ab51bf0cb790 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 5 Jan 2026 17:53:09 +0200 Subject: [PATCH 04/27] d --- paper/paper.md | 1 + 1 file changed, 1 insertion(+) diff --git a/paper/paper.md b/paper/paper.md index 5ca82637a6..958176add7 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -39,6 +39,7 @@ bibliography: references.bib # Summary + `ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. It's goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, and NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. `ArviZ` is part of the broader ArviZ-project, which develops tools for Exploratory Analysis of Bayesian Models. The organization also maintains other initiatives, including arviz.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. From a2548206a204fc0930297da1b546026181ba244b Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 5 Jan 2026 18:00:47 +0200 Subject: [PATCH 05/27] fix trailing whitespace --- paper/paper.md | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 958176add7..2330f6bc7e 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -13,7 +13,7 @@ authors: - name: Oriol Abril-Pla orcid: 0000-0002-1847-9481 equal-contrib: true - corresponding: true + corresponding: true affiliation: 2 - name: Jordan Deklerk affiliation: 3 @@ -39,7 +39,6 @@ bibliography: references.bib # Summary - `ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. It's goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, and NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. `ArviZ` is part of the broader ArviZ-project, which develops tools for Exploratory Analysis of Bayesian Models. The organization also maintains other initiatives, including arviz.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. @@ -89,7 +88,7 @@ We now contrast the array interface with the xarray interface, as we see there i az.ess(dt_samples) The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`), but in the following example we also apply optional customizations. - + az.style.use('arviz-variat') dt = az.load_arviz_data("centered_eight") pc = az.plot_dist( @@ -114,4 +113,4 @@ This research was supported by: * Essential Open Source Software Round 4 grant by the Chan Zuckerberg Initiative (CZI) * ... -# References \ No newline at end of file +# References From e8bccaa78cc97860c925b863595dda69bb81af9c Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 5 Jan 2026 18:07:17 +0200 Subject: [PATCH 06/27] trim trailing whitespace --- paper/references.bib | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/paper/references.bib b/paper/references.bib index a77ea2ff4c..c88dcb6c0e 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -8,7 +8,7 @@ @article{Kumar_2019 author = {Ravin Kumar and Colin Carroll and Ari Hartikainen and Osvaldo Martin}, title = {ArviZ a unified library for exploratory analysis of Bayesian models in Python}, journal = {Journal of Open Source Software} -} +} @article{Abril-pla_2023, title = {{PyMC}: a modern, and comprehensive probabilistic programming framework in {Python}}, @@ -62,7 +62,7 @@ @article{Bingham_2019 } @misc{Gelman_2020, - title={Bayesian Workflow}, + title={Bayesian Workflow}, author={Andrew Gelman and Aki Vehtari and Daniel Simpson and Charles C. Margossian and Bob Carpenter and Yuling Yao and Lauren Kennedy and Jonah Gabry and Paul-Christian Bürkner and Martin Modrák}, year={2020}, eprint={2011.01808}, @@ -209,13 +209,13 @@ @online{plotly_2015 } @misc{Guo_2024, - title={VMC: A Grammar for Visualizing Statistical Model Checks}, + title={VMC: A Grammar for Visualizing Statistical Model Checks}, author={Ziyang Guo and Alex Kale and Matthew Kay and Jessica Hullman}, year={2024}, eprint={2408.16702}, archivePrefix={arXiv}, primaryClass={cs.HC}, - url={https://arxiv.org/abs/2408.16702}, + url={https://arxiv.org/abs/2408.16702}, } @book{Martin_2024, @@ -230,8 +230,8 @@ @book{Martin_2024 } -@article{emcee, doi = {10.21105/joss.01864}, url = {https://doi.org/10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } - +@article{emcee, doi = {10.21105/joss.01864}, url = {https://doi.org/10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } + @book{eabm_2025, author = {Osvaldo A Martin and Oriol Abril-Pla and Jordan Deklerk}, @@ -257,4 +257,4 @@ @article{icazatti_2023 url = {https://joss.theoj.org/papers/10.21105/joss.05499}, volume = {8}, year = {2023} -} \ No newline at end of file +} From 2c05a1b14ae62a687af643b3c41a7a88eb3aa444 Mon Sep 17 00:00:00 2001 From: Aki Vehtari Date: Thu, 8 Jan 2026 10:32:29 +0200 Subject: [PATCH 07/27] Minor edits Updated affiliation for Aki and minor text edits --- paper/paper.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 2330f6bc7e..7ab1019773 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -25,7 +25,7 @@ authors: affiliation: 2 - name: Aki Vehtari orcid: 0000-0003-2164-9469 - affiliation: 1 + affiliation: 4,1 affiliations: - name: Aalto University, Espoo, Finland index: 1 @@ -33,6 +33,8 @@ affiliations: index: 2 - name: DICK's Sporting Goods, Coraopolis, Pennsylvania index: 3 + - name: ELLIS Institute Finland + index: 4 date: 22 December 2025 bibliography: references.bib --- @@ -47,7 +49,7 @@ In this work, we present a redesigned version of `ArviZ` that emphasizes greater # Statement of need -Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. However, effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2020; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. @@ -72,7 +74,7 @@ Plotting functions have also been redesigned to support modularity at multiple l ## Examples -For the first example, we construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample size for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws. +For the first example, we construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample sizes for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws. import numpy as np from arviz import array_stats From e75d34a8caa260e87b404d62230400e6f9fe6293 Mon Sep 17 00:00:00 2001 From: Aki Vehtari Date: Thu, 8 Jan 2026 10:36:21 +0200 Subject: [PATCH 08/27] Update Paananen reference to 2021 version --- paper/references.bib | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/paper/references.bib b/paper/references.bib index c88dcb6c0e..ea9e4fc359 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -120,12 +120,13 @@ @article{Kallioinen_2023 encoding = {UTF-8}, } -@Article{Paananen_2020, - author = {Topi Paananen and Juho Piironen and Paul Christian B{\"u}rkner and Aki Vehtari}, +@article{Paananen_2021, + author = {Paananen, T. and Piironen, J. and Bürkner, P. C. and Vehtari, A.}, + year = 2021, title = {Implicitly adaptive importance sampling}, - journal = {arXiv:1906.08850}, - doi={10.1007/s11222-020-09982-2}, - year = {2020} + journal = {Stat Comp}, + volume = 31, + number = 16 } @article{Gelman_2019, From 3e2743d3c5f8be28bb6b81781acb01fe45b52908 Mon Sep 17 00:00:00 2001 From: Aki Vehtari Date: Thu, 8 Jan 2026 10:37:01 +0200 Subject: [PATCH 09/27] Update Paanen reference year --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 7ab1019773..e78bc40294 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -51,7 +51,7 @@ In this work, we present a redesigned version of `ArviZ` that emphasizes greater Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. -The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2020; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. +The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2021; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. # Description From 0a40a9fa47d96f52d42501ac5849c5ae1795e6bf Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Thu, 8 Jan 2026 13:01:22 +0200 Subject: [PATCH 10/27] update acknowledgements --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index e78bc40294..a9b6498d41 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -112,7 +112,7 @@ We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for This research was supported by: * The Research Council of Finland Flagship Program "Finnish Center for Artificial Intelligence" (FCAI) +* Research Council of Finland grant 340721 * Essential Open Source Software Round 4 grant by the Chan Zuckerberg Initiative (CZI) -* ... # References From d568622af474e85e4ec64177737467d35eac6877 Mon Sep 17 00:00:00 2001 From: Osvaldo A Martin Date: Thu, 8 Jan 2026 14:49:52 +0200 Subject: [PATCH 11/27] Apply suggestions from code review Co-authored-by: Seth Axen --- paper/paper.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index a9b6498d41..dbb0258ac3 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -41,9 +41,9 @@ bibliography: references.bib # Summary -`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. It's goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, and NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. +`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. -`ArviZ` is part of the broader ArviZ-project, which develops tools for Exploratory Analysis of Bayesian Models. The organization also maintains other initiatives, including arviz.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. +`ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. In this work, we present a redesigned version of `ArviZ` that emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. @@ -107,7 +107,7 @@ We have shown two small examples. For a more comprehensive overview, see the [`A ## Acknowledgements -We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. We also thank all the contributors to `arviz`, `arviz-base`, `arviz-stats` and `arviz-plots` repositories, including code contributors, documentation writers, issue reporters, and users who have provided feedback and suggestions. +We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. We also thank all the contributors to `arviz`, `arviz-base`, `arviz-stats`, and `arviz-plots` repositories, including code contributors, documentation writers, issue reporters, and users who have provided feedback and suggestions. This research was supported by: From 497b0ee9221984b776f03398573616285bccfcb0 Mon Sep 17 00:00:00 2001 From: Osvaldo A Martin Date: Fri, 9 Jan 2026 08:18:10 +0200 Subject: [PATCH 12/27] Apply suggestions from code review Co-authored-by: Seth Axen --- paper/paper.md | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index dbb0258ac3..5dac6de102 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -17,6 +17,9 @@ authors: affiliation: 2 - name: Jordan Deklerk affiliation: 3 + - name: Seth D. Axen + orcid: 0000-0003-3933-8247 + affiliation: 4 - name: Colin Carroll orcid: 0000-0001-6977-0861 affiliation: 2 @@ -25,7 +28,7 @@ authors: affiliation: 2 - name: Aki Vehtari orcid: 0000-0003-2164-9469 - affiliation: 4,1 + affiliation: 5,1 affiliations: - name: Aalto University, Espoo, Finland index: 1 @@ -33,8 +36,10 @@ affiliations: index: 2 - name: DICK's Sporting Goods, Coraopolis, Pennsylvania index: 3 - - name: ELLIS Institute Finland + - name: University of Tübingen index: 4 + - name: ELLIS Institute Finland + index: 5 date: 22 December 2025 bibliography: references.bib --- @@ -114,5 +119,6 @@ This research was supported by: * The Research Council of Finland Flagship Program "Finnish Center for Artificial Intelligence" (FCAI) * Research Council of Finland grant 340721 * Essential Open Source Software Round 4 grant by the Chan Zuckerberg Initiative (CZI) +* Deutsche Forschungsgemeinschaft (DFG, German Research Foundation) under Germany’s Excellence Strategy – EXC number 2064/1 – Project number 390727645 # References From a08a6936e302112fc0c2a1b5e5f8f138f398964a Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Fri, 9 Jan 2026 08:28:11 +0200 Subject: [PATCH 13/27] add comment about dimension order --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 5dac6de102..3fccd3c3bb 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -85,10 +85,10 @@ For the first example, we construct an array resembling data from MCMC sampling. from arviz import array_stats rng = np.random.default_rng() - samples = rng.normal(size=(4, 1000, 2)) + samples = rng.normal(size=(4, 1000, 2)) # (chain, draw, variable) array_stats.ess(samples, chain_axis=0, draw_axis=1) -We now contrast the array interface with the xarray interface, as we see there is no need to specify the chain and draw information, as this information is already encoded in the `DataTree` object. +We now contrast the array interface with the xarray interface. When converting the NumPy array to a DataTree, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. import arviz as az dt_samples = az.convert_to_datatree(samples) From 752f7c421cdabacdab6f6de5b8cfea7a1ec175bf Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 13 Jan 2026 08:23:14 +0200 Subject: [PATCH 14/27] add comments --- paper/paper.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 3fccd3c3bb..b5c2720b85 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -46,7 +46,7 @@ bibliography: references.bib # Summary -`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. +`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. `ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. @@ -54,7 +54,7 @@ In this work, we present a redesigned version of `ArviZ` that emphasizes greater # Statement of need -Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] describes the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2021; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. From d795f26aa1ecb53d4f0a495e860945b5862b6eae Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 13 Jan 2026 15:06:24 +0200 Subject: [PATCH 15/27] add gha for compiling paper --- .github/workflows/draft-pdf.yml | 28 ++++++++++++++++++++++++++++ 1 file changed, 28 insertions(+) create mode 100644 .github/workflows/draft-pdf.yml diff --git a/.github/workflows/draft-pdf.yml b/.github/workflows/draft-pdf.yml new file mode 100644 index 0000000000..e18988985e --- /dev/null +++ b/.github/workflows/draft-pdf.yml @@ -0,0 +1,28 @@ +name: Draft PDF +on: + push: + paths: + - paper/** + - .github/workflows/draft-pdf.yml + +jobs: + paper: + runs-on: ubuntu-latest + name: Paper Draft + steps: + - name: Checkout + uses: actions/checkout@v4 + - name: Build draft PDF + uses: openjournals/openjournals-draft-action@master + with: + journal: joss + # This should be the path to the paper within your repo. + paper-path: paper/paper.md + - name: Upload + uses: actions/upload-artifact@v4 + with: + name: paper + # This is the output path where Pandoc will write the compiled + # PDF. Note, this should be the same directory as the input + # paper.md + path: paper/paper.pdf \ No newline at end of file From abe207efc0a369d0c30ec378634cfdd5aa7907b2 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Sat, 17 Jan 2026 09:01:35 +0200 Subject: [PATCH 16/27] add missing sections, fix missing DOIs --- paper/paper.md | 22 ++++++++++++++-------- paper/references.bib | 4 +++- 2 files changed, 17 insertions(+), 9 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index b5c2720b85..bd35a6bb97 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -28,7 +28,7 @@ authors: affiliation: 2 - name: Aki Vehtari orcid: 0000-0003-2164-9469 - affiliation: 5,1 + affiliation: "1, 5" affiliations: - name: Aalto University, Espoo, Finland index: 1 @@ -40,17 +40,13 @@ affiliations: index: 4 - name: ELLIS Institute Finland index: 5 -date: 22 December 2025 +date: 17 January 2026 bibliography: references.bib --- # Summary -`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. - -`ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. - -In this work, we present a redesigned version of `ArviZ` that emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. +In this work, we present a redesigned version of `ArviZ`, a Python package for exploratory analysis of Bayesian models. The redesign emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. # Statement of need @@ -58,7 +54,17 @@ Probabilistic programming has emerged as a powerful paradigm for statistical mod The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2021; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. -# Description +# Research Impact Statement + +`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. + +ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. + +# AI usage disclosure + +Generative AI tools were used during software development and documentation, to assist with drafting text, suggesting code patterns, and improving clarity. All AI-generated contributions were critically reviewed by the authors. Code was tested and validated against expected behavior, and all technical and scientific claims were manually verified to ensure correctness. + +# Software design We present a redesigned version of `ArviZ` emphasizing greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages with improved design as described next. diff --git a/paper/references.bib b/paper/references.bib index ea9e4fc359..69b2bb4833 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -126,7 +126,8 @@ @article{Paananen_2021 title = {Implicitly adaptive importance sampling}, journal = {Stat Comp}, volume = 31, - number = 16 + number = 16, + doi= {https://doi.org/10.1007/s11222-020-09982-2}, } @article{Gelman_2019, @@ -217,6 +218,7 @@ @misc{Guo_2024 archivePrefix={arXiv}, primaryClass={cs.HC}, url={https://arxiv.org/abs/2408.16702}, + doi={https://doi.org/10.48550/arXiv.2408.16702}, } @book{Martin_2024, From c3761eec9f1073f7f52c4203c5c145df3743b9db Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Mon, 19 Jan 2026 17:58:12 +0200 Subject: [PATCH 17/27] update AI usage disclosure and move to the bottom --- paper/paper.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index bd35a6bb97..6c23a2bad5 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -60,10 +60,6 @@ The methods implemented in `ArviZ` are grounded in well-established statistical ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. -# AI usage disclosure - -Generative AI tools were used during software development and documentation, to assist with drafting text, suggesting code patterns, and improving clarity. All AI-generated contributions were critically reviewed by the authors. Code was tested and validated against expected behavior, and all technical and scientific claims were manually verified to ensure correctness. - # Software design We present a redesigned version of `ArviZ` emphasizing greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages with improved design as described next. @@ -116,6 +112,10 @@ The only required argument for battery-included plots is the input data, typical We have shown two small examples. For a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. +## AI usage disclosure + +Generative AI tools were used during software development and documentation in a limited capacity, primarily to assist with rewording and minor code suggestions. All AI-assisted contributions were reviewed and edited by the authors. Core design decisions, feature development, and scientific or technical judgment were carried out by the authors, and all code and claims were tested and manually verified to ensure correctness. + ## Acknowledgements We thank our fiscal sponsor, NumFOCUS, a nonprofit 501(c)(3) public charity, for their operational and financial support. We also thank all the contributors to `arviz`, `arviz-base`, `arviz-stats`, and `arviz-plots` repositories, including code contributors, documentation writers, issue reporters, and users who have provided feedback and suggestions. From f3b14ba47b2208e3ce57ff8f6e04ac9e3c623bd8 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Fri, 23 Jan 2026 15:43:27 +0200 Subject: [PATCH 18/27] remove prefix from DOIs --- paper/references.bib | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/paper/references.bib b/paper/references.bib index 69b2bb4833..5197050420 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -1,6 +1,6 @@ @article{Kumar_2019, doi = {10.21105/joss.01143}, -url = {https://doi.org/10.21105/joss.01143}, +url = {10.21105/joss.01143}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {33}, @@ -127,7 +127,7 @@ @article{Paananen_2021 journal = {Stat Comp}, volume = 31, number = 16, - doi= {https://doi.org/10.1007/s11222-020-09982-2}, + doi= {10.1007/s11222-020-09982-2}, } @article{Gelman_2019, @@ -176,7 +176,7 @@ @article{Hoyer_2017 year = {2017}, publisher = {Ubiquity Press}, doi = {10.5334/jors.148}, - url = {https://doi.org/10.5334/jors.148} + url = {10.5334/jors.148} } @article{Hunter_2007, @@ -218,7 +218,7 @@ @misc{Guo_2024 archivePrefix={arXiv}, primaryClass={cs.HC}, url={https://arxiv.org/abs/2408.16702}, - doi={https://doi.org/10.48550/arXiv.2408.16702}, + doi={10.48550/arXiv.2408.16702}, } @book{Martin_2024, @@ -233,7 +233,7 @@ @book{Martin_2024 } -@article{emcee, doi = {10.21105/joss.01864}, url = {https://doi.org/10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } +@article{emcee, doi = {10.21105/joss.01864}, url = {10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } @book{eabm_2025, @@ -244,7 +244,7 @@ @book{eabm_2025 publisher = {Zenodo}, version = {v0.3.0}, doi = {10.5281/zenodo.15127548}, - url = {https://doi.org/10.5281/zenodo.15127548}, + url = {10.5281/zenodo.15127548}, }, From 8c7ce7807d063bb5a24c1801ceca0f6b63b432ed Mon Sep 17 00:00:00 2001 From: Osvaldo A Martin Date: Sat, 24 Jan 2026 10:35:19 +0200 Subject: [PATCH 19/27] Apply suggestions from code review Co-authored-by: Seth Axen --- paper/paper.md | 6 +++--- paper/references.bib | 31 ++++++++++++++++++++----------- 2 files changed, 23 insertions(+), 14 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 6c23a2bad5..2808bb1df5 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -50,7 +50,7 @@ In this work, we present a redesigned version of `ArviZ`, a Python package for e # Statement of need -Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] describes the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2021; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. @@ -58,7 +58,7 @@ The methods implemented in `ArviZ` are grounded in well-established statistical `ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. -ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. +`ArviZ` is part of the broader ArviZ project, which develops tools for exploratory analysis of Bayesian models. The organization also maintains other initiatives, including ArviZ.jl [@arvizjl_2025] (for Julia), PreliZ [@icazatti_2023], educational resources [@eabm_2025], and additional packages that are still in an experimental phase. # Software design @@ -90,7 +90,7 @@ For the first example, we construct an array resembling data from MCMC sampling. samples = rng.normal(size=(4, 1000, 2)) # (chain, draw, variable) array_stats.ess(samples, chain_axis=0, draw_axis=1) -We now contrast the array interface with the xarray interface. When converting the NumPy array to a DataTree, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. +We now contrast the array interface with the xarray interface. When converting the NumPy array to a `DataTree`, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. import arviz as az dt_samples = az.convert_to_datatree(samples) diff --git a/paper/references.bib b/paper/references.bib index 5197050420..624bb87b16 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -6,7 +6,7 @@ @article{Kumar_2019 number = {33}, pages = {1143}, author = {Ravin Kumar and Colin Carroll and Ari Hartikainen and Osvaldo Martin}, -title = {ArviZ a unified library for exploratory analysis of Bayesian models in Python}, +title = {{ArviZ} a unified library for exploratory analysis of {Bayesian} models in {Python}}, journal = {Journal of Open Source Software} } @@ -36,7 +36,7 @@ @article{stan } @article{Phan_2019, - title={Composable Effects for Flexible and Accelerated Probabilistic Programming in NumPyro}, + title={Composable Effects for Flexible and Accelerated Probabilistic Programming in {NumPyro}}, author={Phan, Du and Pradhan, Neeraj and Jankowiak, Martin}, journal={arXiv preprint arXiv:1912.11554}, year={2019} @@ -72,7 +72,7 @@ @misc{Gelman_2020 } @article{Sailynoja_2025, - title={Recommendations for visual predictive checks in Bayesian workflow}, + title={Recommendations for visual predictive checks in {Bayesian} workflow}, author={S{\"a}ilynoja, Teemu and Johnson, Andrew R and Martin, Osvaldo A and Vehtari, Aki}, journal={arXiv:2503.01509}, doi={10.48550/arXiv.2503.01509}, @@ -158,7 +158,7 @@ @article{Dimitriadis_2021 } @article{Capretto_2022, - title={Bambi: A Simple Interface for Fitting Bayesian Linear Models in Python}, + title={Bambi: A Simple Interface for Fitting {Bayesian} Linear Models in {Python}}, volume={103}, number={15}, journal={Journal of Statistical Software}, @@ -168,7 +168,7 @@ @article{Capretto_2022 } @article{Hoyer_2017, - title = {xarray: {N-D} labeled arrays and datasets in {Python}}, + title = {{xarray}: {N-D} labeled arrays and datasets in {Python}}, author = {Hoyer, S. and J. Hamman}, journal = {Journal of Open Research Software}, volume = {5}, @@ -181,7 +181,7 @@ @article{Hoyer_2017 @article{Hunter_2007, Author = {Hunter, J. D.}, - Title = {Matplotlib: A 2D graphics environment}, + Title = {Matplotlib: A {2D} graphics environment}, Journal = {Computing in Science \& Engineering}, Volume = {9}, Number = {3}, @@ -195,14 +195,14 @@ @article{Hunter_2007 } @manual{Bokeh_2018, -title = {Bokeh: Python library for interactive visualization}, +title = {Bokeh: {Python} library for interactive visualization}, author = {{Bokeh Development Team}}, year = {2018}, url = {https://bokeh.pydata.org/en/latest/}, } @online{plotly_2015, -author = {Plotly Technologies Inc.}, +author = {{Plotly Technologies Inc.}}, title = {Collaborative data science}, publisher = {Plotly Technologies Inc.}, address = {Montreal, QC}, @@ -211,7 +211,7 @@ @online{plotly_2015 } @misc{Guo_2024, - title={VMC: A Grammar for Visualizing Statistical Model Checks}, + title={{VMC}: A Grammar for Visualizing Statistical Model Checks}, author={Ziyang Guo and Alex Kale and Matthew Kay and Jessica Hullman}, year={2024}, eprint={2408.16702}, @@ -238,7 +238,7 @@ @article{emcee @book{eabm_2025, author = {Osvaldo A Martin and Oriol Abril-Pla and Jordan Deklerk}, - title = {Exploratory analysis of Bayesian models}, + title = {Exploratory analysis of {Bayesian} models}, month = nov, year = 2025, publisher = {Zenodo}, @@ -247,7 +247,16 @@ @book{eabm_2025 url = {10.5281/zenodo.15127548}, }, - +@software{arvizjl_2025, + author = {Axen, Seth D and Widmann, David}, + title = {{arviz-devs/ArviZ.jl}: v0.14.0}, + month = sep, + year = 2025, + publisher = {Zenodo}, + version = {v0.14.0}, + doi = {10.5281/zenodo.17194186}, + url = {https://doi.org/10.5281/zenodo.17194186}, +} @article{icazatti_2023, author = {Icazatti, Alejandro and Abril-Pla, Oriol and Klami, Arto and Martin, Osvaldo A}, From 4e27959da223cc81f211d4ed466f745fb5aadf2f Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Sat, 24 Jan 2026 10:42:02 +0200 Subject: [PATCH 20/27] update stan reference --- paper/references.bib | 14 +++++++++----- 1 file changed, 9 insertions(+), 5 deletions(-) diff --git a/paper/references.bib b/paper/references.bib index 624bb87b16..35e396106f 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -28,11 +28,15 @@ @article{Abril-pla_2023 } @article{stan, - title = {Stan: {{A Probabilistic Programming Language}} | {{Carpenter}} | {{Journal}} of {{Statistical Software}}}, - shorttitle = {{}}, - doi = {10.18637/jss.v076.i01}, - language = {en-US}, - keywords = {Bayesian inference,algorithmic differentiation,probabilistic programming,Stan}, + title={Stan: A Probabilistic Programming Language}, + volume={76}, + url={https://www.jstatsoft.org/index.php/jss/article/view/v076i01}, + doi={10.18637/jss.v076.i01}, + number={1}, + journal={Journal of Statistical Software}, + author={Carpenter, Bob and Gelman, Andrew and Hoffman, Matthew D. and Lee, Daniel and Goodrich, Ben and Betancourt, Michael and Brubaker, Marcus and Guo, Jiqiang and Li, Peter and Riddell, Allen}, + year={2017}, + pages={1-32} } @article{Phan_2019, From 88449c886f2d0c399735e2a587d318e9e26ba208 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Sat, 24 Jan 2026 10:46:59 +0200 Subject: [PATCH 21/27] fix urls --- paper/references.bib | 16 +++++++++++++--- 1 file changed, 13 insertions(+), 3 deletions(-) diff --git a/paper/references.bib b/paper/references.bib index 35e396106f..ee7cef81b6 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -180,7 +180,7 @@ @article{Hoyer_2017 year = {2017}, publisher = {Ubiquity Press}, doi = {10.5334/jors.148}, - url = {10.5334/jors.148} + url = {https://doi.org/10.5334/jors.148} } @article{Hunter_2007, @@ -237,7 +237,17 @@ @book{Martin_2024 } -@article{emcee, doi = {10.21105/joss.01864}, url = {10.21105/joss.01864}, year = {2019}, publisher = {The Open Journal}, volume = {4}, number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, journal = {Journal of Open Source Software} } +@article{emcee, + doi = {10.21105/joss.01864}, + url = {https://doi.org/10.21105/joss.01864}, + year = {2019}, + publisher = {The Open Journal}, + volume = {4}, + number = {43}, + pages = {1864}, + author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, + title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, + journal = {Journal of Open Source Software} } @book{eabm_2025, @@ -248,7 +258,7 @@ @book{eabm_2025 publisher = {Zenodo}, version = {v0.3.0}, doi = {10.5281/zenodo.15127548}, - url = {10.5281/zenodo.15127548}, + url = {https://doi.org/10.5281/zenodo.15127548}, }, @software{arvizjl_2025, From 1be8f4f8b1d8c29eeac1bd531215b20622cebf9f Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Wed, 28 Jan 2026 18:40:39 +0200 Subject: [PATCH 22/27] address reviewer comments --- paper/figures/figure_0.png | Bin 175244 -> 153906 bytes paper/paper.md | 16 +++++++++++----- paper/references.bib | 38 +++++++++++++++++++++++++++++++++++++ 3 files changed, 49 insertions(+), 5 deletions(-) diff --git a/paper/figures/figure_0.png b/paper/figures/figure_0.png index 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b/paper/paper.md @@ -46,15 +46,15 @@ bibliography: references.bib # Summary -When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include tasks such as diagnosing the quality of MCMC samples, model criticism and model comparison. We collectively refer to these activities as exploratory analysis of Bayesian models. +When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include tasks such as visualizing the model results along with their uncertainty, diagnosing the quality of MCMC samples, model criticism or model comparison. We collectively refer to these activities as exploratory analysis of Bayesian models. In this work, we present a redesigned version of `ArviZ`, a Python package for exploratory analysis of Bayesian models. The redesign emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. # Statement of need -Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for uncertainty visualization, sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. -The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Paananen_2021; @Vehtari_2021; @Dimitriadis_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by introducing an easier-to-use interface for regular users and more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. +The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by keeping the easy-to-use interface for regular users and introducing more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. # State of the field @@ -62,13 +62,13 @@ In the Python Bayesian ecosystem, ArviZ occupies a niche comparable to tools in # Research Impact Statement -`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. +`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. The maturity of `ArviZ` has also led to other initiatives such including ArviZ.jl [@arvizjl_2025] (for Julia), PreliZ [@icazatti_2023] and the development of educational resources [@eabm_2025]. # Software design -The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages this redesign emphasizes greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. Key design changes include: +The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages. This redesign emphasizes greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. Key design changes include: General functionality, data processing, and data input/output have been streamlined and enhanced for greater versatility. Previously, `ArviZ` used the custom `InferenceData` class to organize and store the high-dimensional outputs of Bayesian inference in a structured, labeled format, enabling efficient analysis, metadata persistence, and serialization. These have been replaced with the `DataTree` class from xarray [@Hoyer_2017], which, like the original `InferenceData`, supports grouping but is more flexible, enabling richer nesting and automatic support for all xarray I/O formats. Additionally, converters allow more flexibility in dimensionality, naming, and indexing of their generated outputs. @@ -81,22 +81,23 @@ and developers of third-party libraries. Plotting functions have also been redesigned to support modularity at multiple levels: * At a high level, `ArviZ` offers a collection of “batteries-included” plots. These are built-in plotting functions providing sensible defaults for common tasks like MCMC sampling diagnostics, predictive checks, and model comparison. -* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, without needing to handle faceting or aesthetics. +* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, delegating any faceting or aesthetic mappings to `PlotCollection`. * At a lower level, we have improved the separation between computational and plotting logic, reducing code duplication and enhancing modular design. These changes also facilitate support for multiple plotting backends, improving extensibility and maintainability. Currently, `ArviZ` supports three plotting backends: matplotlib [@Hunter_2007], Bokeh [@Bokeh_2018], and plotly [@plotly_2015]. +Thanks to this new design, the cost of adding "batteries-included" plots has reduced in more than half even though `ArviZ` now supports one extra backend. Consequently, redesigned `ArviZ` already has 37 "batteries-included", 10 more than the 0.x versions. ## Examples -For the first example, we use the low-level array interface. We construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample sizes for this array using the stats interface. For this, we need to specify which axes represent the chains and which the draws. +For the first example, we use the low-level array interface. We construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample sizes for this array using the array interface. For this, we need to specify which axes represent the chains and which the draws. On the flip side, this array interface is available installing only `arviz-stats`, `numpy` and `scipy`. import numpy as np - from arviz import array_stats + from arviz_stats.base import array_stats rng = np.random.default_rng() samples = rng.normal(size=(4, 1000, 2)) # (chain, draw, variable) array_stats.ess(samples, chain_axis=0, draw_axis=1) -We now contrast the low-level array interface with the xarray interface. When converting the NumPy array to a `DataTree`, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. +We now contrast the low-level array interface with the recommended xarray interface. When converting the NumPy array to a `DataTree`, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. import arviz as az dt_samples = az.convert_to_datatree(samples) diff --git a/paper/references.bib b/paper/references.bib index 351a60a4fc..cfe96dc3cf 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -322,3 +322,12 @@ @Misc{loo url = {https://mc-stan.org/loo/}, } +@article{Padilla_2021, + title={Uncertainty Visualization}, + author={Padilla, Lace and Kay, Matthew and Hullman, Jessica}, + journal={Wiley StatsRef: Statistics Reference Online}, + year={2021}, + publisher={Wiley Online Library}, + doi={10.1002/9781118445112.stat08296}, + url={http://space.ucmerced.edu/Downloads/publications/Uncertainty_Visualization_Padilla_Kay_Hullman_2022.pdf} +} From b8187464cbe3ece08e038c297e20c885634173ea Mon Sep 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zyCixb5M><=kn^+A9jUJg43~+Bhd4DC!*Ymw_j@~tPJ>*_cMy^rq{jU}4S^I_dn=3q zt3Sh6e{_xOK(wwmlPjSlS#JNgEBl*@kOFqsZrNcazZTfr1(Ab}>QCrS4A;;oJPa9y z{}WY2=!xis9f{~aSri3G27Ec@QLvO$DBKmc71*NOXFm%Q(oO>XTyhU$D3T}!JK zq**PfU(K#)goWRINim}>;Ga}IWc_Eu?~9evK~*1YmA|SNg^)^nDkw2pOf9~yqx!As z;9*HAqYug~}^{=3#wWK=oOgRq~WW3)?YfguNhKO4%jt-EGgP;F0)=;drp; zJW*Z40T3^s7PKlAe@ima*3UGv0L)y_hmf6kM-&J`qfNZ2?)P&+B8g3D0u^GmT9S$r zndzMwyXy<=@mGTk64VjZLuHUuz@80yP#@Ch91uzFH?|vDF8>QvJk3y>nzUQrs=yUe za#Pq=O%veO@AipFE(6=X9J5qU`Pop13)Q4N${LJX;lb2w1ggTZ%9rt+MOt-9G#{sOu>787@TBzU1W6PdwQq47;y22bKiF#GPt(CbgxY+ys8Q;7Rnjo~aTcQPbFub(Xcse{ftA$R=H ztM@K!P|wCCG$F#QAsc!lq7zMEToJPnRN)HN1P zlc!|3O+d2#<<{u0+YbLD()2&>di&q)`}wbNi&RW}cVNy$f?vj7*67^5yACqremZvc F{{TY^`vCv| diff --git a/paper/paper.md b/paper/paper.md index 185d6736bd..7b75397938 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -46,25 +46,27 @@ bibliography: references.bib # Summary -When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include tasks such as visualizing the model results along with their uncertainty, diagnosing the quality of MCMC samples, model criticism or model comparison. We collectively refer to these activities as exploratory analysis of Bayesian models. +When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include diagnosing the quality of MCMC samples, model criticism, model comparison, etc. We collectively refer to these activities as exploratory analysis of Bayesian models. In this work, we present a redesigned version of `ArviZ`, a Python package for exploratory analysis of Bayesian models. The redesign emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. + # Statement of need Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for uncertainty visualization, sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. -The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. The redesigned version furthers these goals by keeping the easy-to-use interface for regular users and introducing more powerful tooling for power users and developers of Bayesian tools. These updates align with recent developments in the probabilistic programming field. Additionally, the new design facilitates the use of components as modular building blocks for custom analyses. This frequent user request was difficult to accommodate under the old framework. +The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. As modern Bayesian practice has increasingly emphasized iterative, simulation-based workflows for model building, checking, validation, and comparison, the original ArviZ design became harder to adapt to these emerging needs. The redesigned version furthers ArviZ’s goals by introducing an easier-to-use interface for routine analyses alongside more powerful, flexible tooling for advanced users and developers of Bayesian software. These updates align ArviZ with the current demands of Bayesian modeling and workflow development + # State of the field -In the Python Bayesian ecosystem, ArviZ occupies a niche comparable to tools in the R/Stan community such as posterior [@gelman_2013;@Vehtari_2021], loo [@Vehtari_2017;@loo], bayesplot [@bayesplot0;@bayesplot1], and priorsense [@Kallioinen_2023], sharing similar goals while reflecting different language ecosystems and workflows. +In the Python Bayesian ecosystem, ArviZ occupies a niche comparable to tools in the R/Stan community such as posterior [@gelman_2013;@Vehtari_2021], loo [@Vehtari_2017;@loo], bayesplot [@bayesplot0;@bayesplot1], priorsense [@Kallioinen_2023], and ggdist [@kay_2024] sharing similar goals while reflecting different language ecosystems and workflows. # Research Impact Statement `ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. -The maturity of `ArviZ` has also led to other initiatives such including ArviZ.jl [@arvizjl_2025] (for Julia), PreliZ [@icazatti_2023] and the development of educational resources [@eabm_2025]. +The maturity of `ArviZ` has also led to other initiatives, including ArviZ.jl [@arvizjl_2025] for Julia, PreliZ [@icazatti_2023] for prior elicitation and the development of educational resources [@eabm_2025]. # Software design @@ -74,7 +76,7 @@ General functionality, data processing, and data input/output have been streamli Statistical functions are now accessible through two distinct interfaces: -* A low-level array interface with minimal dependencies, intended for advanced users +* A low-level array interface with only `numpy` [@harris_2020] and `scipy` [@virtanen_2020] as dependencies, intended for advanced users and developers of third-party libraries. * A higher-level xarray interface designed for end users, which simplifies usage by automating common tasks and handling metadata. @@ -88,7 +90,7 @@ Thanks to this new design, the cost of adding "batteries-included" plots has red ## Examples -For the first example, we use the low-level array interface. We construct an array resembling data from MCMC sampling. We have 4 chains and 1000 draws for two posterior variables. We can compute the effective sample sizes for this array using the array interface. For this, we need to specify which axes represent the chains and which the draws. On the flip side, this array interface is available installing only `arviz-stats`, `numpy` and `scipy`. +For the first example, we use the low-level array interface to compute the effective sample sizes for some fake data. We construct an array resembling data from MCMC sampling with 4 chains and 1000 draws for two posterior variables. When using the array interface we need to specify which axes represent the chains and which the draws. import numpy as np from arviz_stats.base import array_stats @@ -97,25 +99,26 @@ For the first example, we use the low-level array interface. We construct an arr samples = rng.normal(size=(4, 1000, 2)) # (chain, draw, variable) array_stats.ess(samples, chain_axis=0, draw_axis=1) -We now contrast the low-level array interface with the recommended xarray interface. When converting the NumPy array to a `DataTree`, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. +The array interface is lightweight and intended for advanced users and library developers. For most users, we instead recommend the xarray interface, as it is more user-friendly and automates many tasks. When converting the NumPy array to a `DataTree`, ArviZ assigns `chain` and `draw` as named dimensions based on the assumed dimension order, so this information is already encoded in the resulting object and does not need to be specified explicitly when calling other functions. import arviz as az dt_samples = az.convert_to_datatree(samples) az.ess(dt_samples) -The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`), but in the following example we also apply optional customizations. +The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`). In this example we also apply optional customizations. az.style.use('arviz-variat') dt = az.load_arviz_data("centered_eight") pc = az.plot_dist( dt, - kind="hist", - visuals={"hist":{"alpha": 0.3}}, + kind="dot", + visuals={"dist":{"marker": "C6"}, + "point_estimate_text":False}, aes={"color": ["school"]} ); pc.add_legend("school", loc="outside right upper") -![plot_dist with color mapped to school dimension.](figures/figure_0.png "`plot_dist` is a built-in plot. Here we show an example of further customization. The color is mapped to the school dimension. A neutral color is automatically assigned to the variables without the school dimension (mu and tau). The histograms have been made translucent"){width=4.5in} +![plot_dist with color mapped to school dimension.](figures/figure_0.png "`plot_dist` is one of the batteries-included plots in `ArviZ`. In this example we demonstrate how it can be further customized. We change the default kind from "kde" to "dot" to produce quantile dot plots [@kay_2016], and map the school dimension to color so that each school is shown in a different hue. Variables that do not have a school dimension (such as mu and tau) are automatically assigned a neutral color. We also disable the point-estimate text and set a custom marker style for the dots, and finally add a legend for the school"){width=4.5in} We have shown two small examples. For a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. diff --git a/paper/references.bib b/paper/references.bib index cfe96dc3cf..9cb994391a 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -331,3 +331,82 @@ @article{Padilla_2021 doi={10.1002/9781118445112.stat08296}, url={http://space.ucmerced.edu/Downloads/publications/Uncertainty_Visualization_Padilla_Kay_Hullman_2022.pdf} } + + +@inproceedings{kay_2016, +author = {Kay, Matthew and Kola, Tara and Hullman, Jessica R. and Munson, Sean A.}, +title = {When (ish) is My Bus? User-centered Visualizations of Uncertainty in Everyday, Mobile Predictive Systems}, +year = {2016}, +isbn = {9781450333627}, +publisher = {Association for Computing Machinery}, +address = {New York, NY, USA}, +url = {https://doi.org/10.1145/2858036.2858558}, +doi = {10.1145/2858036.2858558}, +pages = {5092–5103}, +numpages = {12}, +keywords = {uncertainty visualization, transit predictions, mobile interfac-es, end-user visualization, dotplots}, +location = {San Jose, California, USA}, +series = {CHI '16} +} + +@article{kay_2024, + author = {Matthew Kay}, + title = {{ggdist}: Visualizations of Distributions and Uncertainty in the Grammar of Graphics}, + journal = {IEEE Transactions on Visualization and Computer Graphics}, + year = {2024}, + volume = {30}, + number = {1}, + pages = {414--424}, + doi = {10.1109/TVCG.2023.3327195}, +} + + +@article{harris_2020, + title = {Array programming with {NumPy}}, + author = {Charles R. Harris and K. Jarrod Millman and St{\'{e}}fan J. + van der Walt and Ralf Gommers and Pauli Virtanen and David + Cournapeau and Eric Wieser and Julian Taylor and Sebastian + Berg and Nathaniel J. Smith and Robert Kern and Matti Picus + and Stephan Hoyer and Marten H. van Kerkwijk and Matthew + Brett and Allan Haldane and Jaime Fern{\'{a}}ndez del + R{\'{i}}o and Mark Wiebe and Pearu Peterson and Pierre + G{\'{e}}rard-Marchant and Kevin Sheppard and Tyler Reddy and + Warren Weckesser and Hameer Abbasi and Christoph Gohlke and + Travis E. Oliphant}, + year = {2020}, + month = sep, + journal = {Nature}, + volume = {585}, + number = {7825}, + pages = {357--362}, + doi = {10.1038/s41586-020-2649-2}, + publisher = {Springer Science and Business Media {LLC}}, + url = {https://doi.org/10.1038/s41586-020-2649-2} +} + + +@ARTICLE{virtanen_2020, + author = {Virtanen, Pauli and Gommers, Ralf and Oliphant, Travis E. and + Haberland, Matt and Reddy, Tyler and Cournapeau, David and + Burovski, Evgeni and Peterson, Pearu and Weckesser, Warren and + Bright, Jonathan and {van der Walt}, St{\'e}fan J. and + Brett, Matthew and Wilson, Joshua and Millman, K. Jarrod and + Mayorov, Nikolay and Nelson, Andrew R. J. and Jones, Eric and + Kern, Robert and Larson, Eric and Carey, C J and + Polat, {\.I}lhan and Feng, Yu and Moore, Eric W. and + {VanderPlas}, Jake and Laxalde, Denis and Perktold, Josef and + Cimrman, Robert and Henriksen, Ian and Quintero, E. A. and + Harris, Charles R. and Archibald, Anne M. and + Ribeiro, Ant{\^o}nio H. and Pedregosa, Fabian and + {van Mulbregt}, Paul and {SciPy 1.0 Contributors}}, + title = {{{SciPy} 1.0: Fundamental Algorithms for Scientific + Computing in Python}}, + journal = {Nature Methods}, + year = {2020}, + volume = {17}, + pages = {261--272}, + adsurl = {https://rdcu.be/b08Wh}, + doi = {10.1038/s41592-019-0686-2}, +} + + From 49627359263380c0abda2d06a186627c3d8af6e5 Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 3 Feb 2026 09:40:35 +0200 Subject: [PATCH 25/27] move text from caption to body --- paper/paper.md | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index 7b75397938..4bca30cf4b 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -105,7 +105,7 @@ The array interface is lightweight and intended for advanced users and library d dt_samples = az.convert_to_datatree(samples) az.ess(dt_samples) -The only required argument for battery-included plots is the input data, typically a `DataTree` (`dt`). In this example we also apply optional customizations. +The only required argument for battery-included plots, like `plot_dist`, is the input data, typically a `DataTree` (`dt`). In this example we also apply optional customizations. az.style.use('arviz-variat') dt = az.load_arviz_data("centered_eight") @@ -118,9 +118,11 @@ The only required argument for battery-included plots is the input data, typical ); pc.add_legend("school", loc="outside right upper") -![plot_dist with color mapped to school dimension.](figures/figure_0.png "`plot_dist` is one of the batteries-included plots in `ArviZ`. In this example we demonstrate how it can be further customized. We change the default kind from "kde" to "dot" to produce quantile dot plots [@kay_2016], and map the school dimension to color so that each school is shown in a different hue. Variables that do not have a school dimension (such as mu and tau) are automatically assigned a neutral color. We also disable the point-estimate text and set a custom marker style for the dots, and finally add a legend for the school"){width=4.5in} +![plot_dist with color mapped to school dimension.\label{fig:plot_dist}](figures/figure_0.png){width=4.5in} -We have shown two small examples. For a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. +To create \autoref{fig:plot_dist} we change the default kind argument in `plot_dist` from "kde" to "dot" to produce quantile dot plots [@kay_2016], and map the school dimension to color so that each school is shown in a different hue. Variables that do not have a school dimension (such as mu and tau) are automatically assigned a neutral color. We also disable the point-estimate text and set a custom marker style for the dots, and finally add a legend for the school. + +For more examples and a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. ## AI usage disclosure From bda05d17f953566207639b63fdf20cf3be8479fe Mon Sep 17 00:00:00 2001 From: aloctavodia Date: Tue, 3 Feb 2026 15:08:38 +0200 Subject: [PATCH 26/27] make statement of need more concrete --- paper/paper.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/paper/paper.md b/paper/paper.md index 4bca30cf4b..b4ba4eb216 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -55,7 +55,7 @@ In this work, we present a redesigned version of `ArviZ`, a Python package for e Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for uncertainty visualization, sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. -The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. As modern Bayesian practice has increasingly emphasized iterative, simulation-based workflows for model building, checking, validation, and comparison, the original ArviZ design became harder to adapt to these emerging needs. The redesigned version furthers ArviZ’s goals by introducing an easier-to-use interface for routine analyses alongside more powerful, flexible tooling for advanced users and developers of Bayesian software. These updates align ArviZ with the current demands of Bayesian modeling and workflow development +The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. Modern Bayesian practice is a rapidly advancing field in which new methodological developments continually extend the range and complexity of models that can be fit in practice. For instance, the methods to compute key ArviZ features such as `ess`, `rhat`, `loo` or `compare` have being improved between 2019 and now, and new implementations needed significant development effort to adapt to because it wasn't possible to change a part of ArviZ without also adapting everything that interacted with it. The redesign addresses these challenges by modularizing the codebase, allowing individual components to be updated or replaced without affecting the entire system. This modularity not only facilitates maintenance and updates but also encourages community contributions, as developers can focus on specific components without needing to understand the entire codebase. # State of the field From 378f77214bc67c2ae65b0bc6ea42ea91adc10379 Mon Sep 17 00:00:00 2001 From: Matt Graham Date: Tue, 24 Feb 2026 05:38:48 +0000 Subject: [PATCH 27/27] Edits to JOSS paper (#2537) * Define acronyms on first usage * Use ssentence case for section headers * Correct verb conjugation * Use em dash in place of hyphen * Consistently use non-code formatted project name * Expand abbreviated journal names * Ensure correct capitalization in titles * Add missing proceedings book title data * Add missing DOIs for CRAN packages --- paper/paper.md | 28 ++++++++++++++-------------- paper/references.bib | 23 +++++++++++++---------- 2 files changed, 27 insertions(+), 24 deletions(-) diff --git a/paper/paper.md b/paper/paper.md index b4ba4eb216..6bd6fd55d6 100644 --- a/paper/paper.md +++ b/paper/paper.md @@ -46,33 +46,33 @@ bibliography: references.bib # Summary -When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include diagnosing the quality of MCMC samples, model criticism, model comparison, etc. We collectively refer to these activities as exploratory analysis of Bayesian models. +When working with Bayesian models, a range of related tasks must be addressed beyond inference itself. These include diagnosing the quality of Markov chain Monte Carlo (MCMC) samples, model criticism, model comparison, etc. We collectively refer to these activities as exploratory analysis of Bayesian models. -In this work, we present a redesigned version of `ArviZ`, a Python package for exploratory analysis of Bayesian models. The redesign emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, `ArviZ` is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. +In this work, we present a redesigned version of ArviZ, a Python package for exploratory analysis of Bayesian models (EABM). The redesign emphasizes greater user control and modularity. This redesign delivers a more flexible and efficient toolkit for exploratory analysis of Bayesian models. With its renewed focus on modularity and usability, ArviZ is well-positioned to remain an essential tool for Bayesian modelers in both research and applied settings. # Statement of need -Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for uncertainty visualization, sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. `ArviZ` addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original `ArviZ` paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis - a need that has only grown as the ecosystem has expanded. +Probabilistic programming has emerged as a powerful paradigm for statistical modeling, accompanied by a growing ecosystem of tools for model specification and inference. Effective modeling requires robust support for uncertainty visualization, sampling diagnostics, model comparison, and model checking [@Gelman_2020; @Martin_2024; @Guo_2024]. ArviZ addresses this gap by providing a unified, backend-agnostic library to perform these tasks. The original ArviZ paper [@Kumar_2019] described the landscape of probabilistic programming tools at the time and the need for a unified, backend-agnostic library for exploratory analysis — a need that has only grown as the ecosystem has expanded. -The methods implemented in `ArviZ` are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. Modern Bayesian practice is a rapidly advancing field in which new methodological developments continually extend the range and complexity of models that can be fit in practice. For instance, the methods to compute key ArviZ features such as `ess`, `rhat`, `loo` or `compare` have being improved between 2019 and now, and new implementations needed significant development effort to adapt to because it wasn't possible to change a part of ArviZ without also adapting everything that interacted with it. The redesign addresses these challenges by modularizing the codebase, allowing individual components to be updated or replaced without affecting the entire system. This modularity not only facilitates maintenance and updates but also encourages community contributions, as developers can focus on specific components without needing to understand the entire codebase. +The methods implemented in ArviZ are grounded in well-established statistical principles and provide robust, interpretable diagnostics and visualizations [@Vehtari_2017; @Gelman_2019; @Dimitriadis_2021; @Paananen_2021; @Padilla_2021; @Vehtari_2021; @Sailynoja_2022; @Kallioinen_2023; @Sailynoja_2025]. Modern Bayesian practice is a rapidly advancing field in which new methodological developments continually extend the range and complexity of models that can be fit in practice. For instance, the methods to compute key ArviZ features such as `ess`, `rhat`, `loo` or `compare` have been improved between 2019 and now, and new implementations needed significant development effort to adapt to because it wasn't possible to change a part of ArviZ without also adapting everything that interacted with it. The redesign addresses these challenges by modularizing the codebase, allowing individual components to be updated or replaced without affecting the entire system. This modularity not only facilitates maintenance and updates but also encourages community contributions, as developers can focus on specific components without needing to understand the entire codebase. # State of the field In the Python Bayesian ecosystem, ArviZ occupies a niche comparable to tools in the R/Stan community such as posterior [@gelman_2013;@Vehtari_2021], loo [@Vehtari_2017;@loo], bayesplot [@bayesplot0;@bayesplot1], priorsense [@Kallioinen_2023], and ggdist [@kay_2024] sharing similar goals while reflecting different language ecosystems and workflows. -# Research Impact Statement +# Research impact statement -`ArviZ` [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. +ArviZ [@Kumar_2019] is a Python package for exploratory analysis of Bayesian models that has been widely used in academia and industry since its introduction in 2019, with over 700 citations and 75 million downloads. Its goal is to integrate seamlessly with established probabilistic programming languages and statistical interfaces, such as PyMC [@Abril-pla_2023], Stan (via the cmdstanpy interface) [@stan], Pyro, NumPyro [@Phan_2019; @Bingham_2019], emcee [@emcee], and Bambi [@Capretto_2022], among others. -The maturity of `ArviZ` has also led to other initiatives, including ArviZ.jl [@arvizjl_2025] for Julia, PreliZ [@icazatti_2023] for prior elicitation and the development of educational resources [@eabm_2025]. +The maturity of ArviZ has also led to other initiatives, including ArviZ.jl [@arvizjl_2025] for Julia, PreliZ [@icazatti_2023] for prior elicitation and the development of educational resources [@eabm_2025]. # Software design -The previous `ArviZ` design divided the package into three submodules, which are now available as three independent installable packages. This redesign emphasizes greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. Key design changes include: +The previous ArviZ design divided the package into three submodules, which are now available as three independent installable packages. This redesign emphasizes greater user control and modularity. The new architecture enables users to customize the installation and use of specific components. Key design changes include: -General functionality, data processing, and data input/output have been streamlined and enhanced for greater versatility. Previously, `ArviZ` used the custom `InferenceData` class to organize and store the high-dimensional outputs of Bayesian inference in a structured, labeled format, enabling efficient analysis, metadata persistence, and serialization. These have been replaced with the `DataTree` class from xarray [@Hoyer_2017], which, like the original `InferenceData`, supports grouping but is more flexible, enabling richer nesting and automatic support for all xarray I/O formats. Additionally, converters allow more flexibility in dimensionality, naming, and indexing of their generated outputs. +General functionality, data processing, and data input/output (I/O) have been streamlined and enhanced for greater versatility. Previously, ArviZ used the custom `InferenceData` class to organize and store the high-dimensional outputs of Bayesian inference in a structured, labeled format, enabling efficient analysis, metadata persistence, and serialization. These have been replaced with the `DataTree` class from xarray [@Hoyer_2017], which, like the original `InferenceData`, supports grouping but is more flexible, enabling richer nesting and automatic support for all xarray I/O formats. Additionally, converters allow more flexibility in dimensionality, naming, and indexing of their generated outputs. Statistical functions are now accessible through two distinct interfaces: @@ -82,11 +82,11 @@ and developers of third-party libraries. Plotting functions have also been redesigned to support modularity at multiple levels: -* At a high level, `ArviZ` offers a collection of “batteries-included” plots. These are built-in plotting functions providing sensible defaults for common tasks like MCMC sampling diagnostics, predictive checks, and model comparison. -* At an intermediate level, the API enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, delegating any faceting or aesthetic mappings to `PlotCollection`. -* At a lower level, we have improved the separation between computational and plotting logic, reducing code duplication and enhancing modular design. These changes also facilitate support for multiple plotting backends, improving extensibility and maintainability. Currently, `ArviZ` supports three plotting backends: matplotlib [@Hunter_2007], Bokeh [@Bokeh_2018], and plotly [@plotly_2015]. +* At a high level, ArviZ offers a collection of “batteries-included” plots. These are built-in plotting functions providing sensible defaults for common tasks like MCMC sampling diagnostics, predictive checks, and model comparison. +* At an intermediate level, the application programming interface enables easier customization of batteries-included plots and simplifies the creation of new plots. This is achieved through the `PlotCollection` class, which enables developers and advanced users to focus solely on the plotting logic, delegating any faceting or aesthetic mappings to `PlotCollection`. +* At a lower level, we have improved the separation between computational and plotting logic, reducing code duplication and enhancing modular design. These changes also facilitate support for multiple plotting backends, improving extensibility and maintainability. Currently, ArviZ supports three plotting backends: matplotlib [@Hunter_2007], Bokeh [@Bokeh_2018], and plotly [@plotly_2015]. -Thanks to this new design, the cost of adding "batteries-included" plots has reduced in more than half even though `ArviZ` now supports one extra backend. Consequently, redesigned `ArviZ` already has 37 "batteries-included", 10 more than the 0.x versions. +Thanks to this new design, the cost of adding "batteries-included" plots has reduced in more than half even though ArviZ now supports one extra backend. Consequently, redesigned ArviZ already has 37 "batteries-included", 10 more than the 0.x versions. ## Examples @@ -122,7 +122,7 @@ The only required argument for battery-included plots, like `plot_dist`, is the To create \autoref{fig:plot_dist} we change the default kind argument in `plot_dist` from "kde" to "dot" to produce quantile dot plots [@kay_2016], and map the school dimension to color so that each school is shown in a different hue. Variables that do not have a school dimension (such as mu and tau) are automatically assigned a neutral color. We also disable the point-estimate text and set a custom marker style for the dots, and finally add a legend for the school. -For more examples and a more comprehensive overview, see the [`ArviZ` documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use `ArviZ` in their projects or libraries. +For more examples and a more comprehensive overview, see the [ArviZ documentation](https://python.arviz.org/en/latest/) and the [EABM guide](https://arviz-devs.github.io/EABM/) [@eabm_2025]. These resources include a wide range of examples designed for all types of users, from casual users to advanced analysts and developers looking to use ArviZ in their projects or libraries. ## AI usage disclosure diff --git a/paper/references.bib b/paper/references.bib index 9cb994391a..bb8dfef448 100644 --- a/paper/references.bib +++ b/paper/references.bib @@ -58,7 +58,7 @@ @article{Bingham_2019 Paul Horsfall and Noah D. Goodman}, title = {Pyro: Deep Universal Probabilistic Programming}, - journal = {J. Mach. Learn. Res.}, + journal = {Journal of Machine Learning Research}, volume = {20}, pages = {28:1--28:6}, year = {2019}, @@ -86,7 +86,7 @@ @article{Sailynoja_2025 @article{Vehtari_2017, title={Practical {Bayesian} model evaluation using leave-one-out cross-validation and {WAIC}}, author={Vehtari, Aki and Gelman, Andrew and Gabry, Jonah}, - journal={Stat Comp}, + journal={Statistics and Computing}, doi={10.1007/s11222-016-9696-4}, volume={27}, pages={1413--1432}, @@ -107,7 +107,7 @@ @article{Sailynoja_2022 title = {Graphical test for discrete uniformity and its applications in goodness-of-fit evaluation and multiple sample comparison}, volume = {32}, pages = {1573--1375}, - journal = {Stat Comp}, + journal = {Statistics and Computing}, author = {Säilynoja, Teemu and Bürkner, Paul Christian and Vehtari, Aki}, doi = {10.1007/s11222-022-10090-6}, year = {2022} @@ -117,7 +117,7 @@ @article{Kallioinen_2023 title = {Detecting and diagnosing prior and likelihood sensitivity with power-scaling}, author = {Noa Kallioinen and Topi Paananen and Paul Christian Bürkner and Aki Vehtari}, year = {2023}, -journal = {Stat Comp}, +journal = {Statistics and Computing}, volume = {34}, issue = {57}, doi = {10.1007/s11222-023-10366-5}, @@ -128,7 +128,7 @@ @article{Paananen_2021 author = {Paananen, T. and Piironen, J. and Bürkner, P. C. and Vehtari, A.}, year = 2021, title = {Implicitly adaptive importance sampling}, - journal = {Stat Comp}, + journal = {Statistics and Computing}, volume = 31, number = 16, doi= {10.1007/s11222-020-09982-2}, @@ -137,7 +137,7 @@ @article{Paananen_2021 @article{Gelman_2019, author = {Andrew Gelman and Ben Goodrich and Jonah Gabry and Aki Vehtari}, title = {R-squared for {Bayesian} regression models}, -journal = {Am Stat}, +journal = {The American Statistician}, doi={10.1080/00031305.2018.1549100}, volume = {73}, number = {3}, @@ -246,7 +246,7 @@ @article{emcee number = {43}, pages = {1864}, author = {Daniel Foreman-Mackey and Will M. Farr and Manodeep Sinha and Anne M. Archibald and David W. Hogg and Jeremy S. Sanders and Joe Zuntz and Peter K. g. Williams and Andrew R. j. Nelson and Miguel de Val-Borro and Tobias Erhardt and Ilya Pashchenko and Oriol Abril Pla}, - title = {emcee v3: A Python ensemble sampling toolkit for affine-invariant MCMC}, + title = {{emcee} v3: A {Python} ensemble sampling toolkit for affine-invariant {MCMC}}, journal = {Journal of Open Source Software} } @@ -286,18 +286,19 @@ @article{icazatti_2023 } @Misc{bayesplot0, - title = {bayesplot: Plotting for Bayesian Models}, + title = {bayesplot: Plotting for {Bayesian} Models}, author = {Jonah Gabry and Tristan Mahr}, year = {2025}, note = {R package version 1.15.0}, url = {https://mc-stan.org/bayesplot/}, + doi = {10.32614/cran.package.bayesplot}, } @Article{bayesplot1, - title = {Visualization in Bayesian workflow}, + title = {Visualization in {Bayesian} workflow}, author = {Jonah Gabry and Daniel Simpson and Aki Vehtari and Michael Betancourt and Andrew Gelman}, year = {2019}, - journal = {J. R. Stat. Soc. A}, + journal = {Journal of the Royal Statistical Society Series A}, volume = {182}, issue = {2}, pages = {389-402}, @@ -320,6 +321,7 @@ @Misc{loo year = {2025}, note = {R package version 2.9.0}, url = {https://mc-stan.org/loo/}, + doi = {10.32614/cran.package.loo}, } @article{Padilla_2021, @@ -342,6 +344,7 @@ @inproceedings{kay_2016 address = {New York, NY, USA}, url = {https://doi.org/10.1145/2858036.2858558}, doi = {10.1145/2858036.2858558}, +booktitle = {Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems}, pages = {5092–5103}, numpages = {12}, keywords = {uncertainty visualization, transit predictions, mobile interfac-es, end-user visualization, dotplots},