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Update matchmaker matchmaker as published
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blog_efflux/_posts/2021-08-10-moreno2021matchmaker.md

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---
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layout: efflux
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title: "Matchmaker, Matchmaker, Make Me a Match: Geometric, Variational, and Evolutionary Implications of Criteria for Tag Affinity"
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date: 2023-03-24
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permalink: "/pubs/:title"
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category: journal
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download: https://link.springer.com/content/pdf/10.1007/s10710-023-09448-0.pdf
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view_publisher: https://doi.org/10.1007/s10710-023-09448-0
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doi: 10.1007/s10710-023-09448-0
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authors:
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- Matthew Andres Moreno
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- Alexander Lalejini
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- Charles Ofria
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venue: Genetic Programming and Evolvable Machines
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projects:
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- tag
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abstract: |
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Genetic programming and artificial life systems commonly use tag matching to decide interactions between system components.
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However, the implications of criteria used to determine affinity between tags with respect evolutionary dynamics have not been directly studied.
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We investigate differences between tag-matching criteria with respect to geometric constraint and variation generated under mutation.
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In experiments, we find that tag-matching criteria can influence the rate of adaptive evolution and the quality of evolved solutions.
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Better understanding of the geometric, variational, and evolutionary properties of tag-matching criteria will facilitate more effective incorporation of tag matching into genetic programming and artificial life systems.
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By showing that tag-matching criteria influence connectivity patterns and evolutionary dynamics, our findings also raise fundamental questions about the properties of tag-matching systems in nature.
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bibtex: |-
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@article{moreno2023matchmaker,
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author = {Moreno, Matthew Andres and Lalejini, Alexander and Ofria, Charles},
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title = {Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity},
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journal = {Genetic Programming and Evolvable Machines},
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year = {2023},
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month = {Mar},
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day = {24},
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volume = {24},
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number = {1},
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pages = {4},
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issn = {1573-7632},
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doi = {10.1007/s10710-023-09448-0},
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url = {https://doi.org/10.1007/s10710-023-09448-0}
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}
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citation: "Moreno, M.A., Lalejini, A. & Ofria, C. Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity. Genet Program Evolvable Mach 24, 4 (2023). https://doi.org/10.1007/s10710-023-09448-0"
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supporting_materials: |
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- [data](https://osf.io/gw5mc/) [via Open Science Framework ❋](https://osf.io)
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- [source code](https://github.com/mmore500/tag-olympics/releases/tag/v1.1.0) [via GitHub <i class="icon-github-1"></i>](https://github.com/)
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- [source code](https://github.com/mmore500/tag-olympics/releases/tag/v1.1.0) [via GitHub <i class="icon-github-1"></i>](https://github.com/)
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- [LaTeX source](https://github.com/mmore500/tag-olympics-writeup/) [via GitHub <i class="icon-github-1"></i>](https://github.com/)
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---

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