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DESCRIPTION

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Package: ParBayesianOptimization
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Title: Parallel Bayesian Optimization of Hyperparameters
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Version: 1.2.2
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Version: 1.2.3
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Authors@R: person("Samuel", "Wilson", email = "[email protected]", role = c("aut", "cre"))
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Description: Fast, flexible framework for implementing Bayesian optimization of model
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hyperparameters according to the methods described in Snoek et al. <arXiv:1206.2944>.

NEWS.md

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## ParBayesianOptimization 1.2.3
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### Changes
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Some suggested packages are now used conditionally in vignettes, reade, tests and examples since they might not be available on all checking machines.
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## ParBayesianOptimization 1.2.2
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### Changes
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Removed Plotly from dependencies - this package was causing a warning in check because it was not being used.
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Removed Plotly from dependencies.
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## ParBayesianOptimization 1.2.1

README.md

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[![Build
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Status](https://api.travis-ci.org/AnotherSamWilson/ParBayesianOptimization.svg)](https://travis-ci.org/AnotherSamWilson/ParBayesianOptimization)
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[![CRAN\_Status\_Badge](http://www.r-pkg.org/badges/version/ParBayesianOptimization)](https://CRAN.R-project.org/package=ParBayesianOptimization)
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[![DEV\_Version\_Badge](https://img.shields.io/badge/Dev-1.2.1-blue.svg)](https://CRAN.R-project.org/package=ParBayesianOptimization)
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[![DEV\_Version\_Badge](https://img.shields.io/badge/Dev-1.2.3-blue.svg)](https://CRAN.R-project.org/package=ParBayesianOptimization)
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[![CRAN\_Downloads](https://cranlogs.r-pkg.org/badges/ParBayesianOptimization)](https://CRAN.R-project.org/package=ParBayesianOptimization)
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[![Coverage
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Status](https://codecov.io/gh/AnotherSamWilson/ParBayesianOptimization/branch/master/graph/badge.svg)](https://codecov.io/gh/AnotherSamWilson/ParBayesianOptimization/branch/master)
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### ParBayesianOptimization has been temporarily removed from CRAN because of minor issues. I have re-submitted, it should be back up within the week.
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# Parallelizable Bayesian Optimization
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<img src='vignettes/icon.png' align = 'right' height="300" />
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``` r
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library("xgboost")
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#> Warning: package 'xgboost' was built under R version 4.0.3
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data(agaricus.train, package = "xgboost")
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``` r
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optObj$scoreSummary
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#> Epoch Iteration max_depth min_child_weight subsample gpUtility acqOptimum inBounds Elapsed Score nrounds errorMessage
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#> 1: 0 1 2 1.670129 0.7880670 NA FALSE TRUE 0.06 0.9777163 2 NA
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#> 2: 0 2 2 14.913213 0.8763154 NA FALSE TRUE 0.16 0.9763760 15 NA
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#> 3: 0 3 4 18.833690 0.3403900 NA FALSE TRUE 0.22 0.9931657 18 NA
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#> 4: 0 4 4 8.639925 0.5499186 NA FALSE TRUE 0.14 0.9981437 7 NA
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#> 5: 1 5 4 21.871937 1.0000000 0.5857961 TRUE TRUE 0.06 0.9945933 1 NA
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#> 6: 2 6 4 0.000000 0.9439879 0.6668303 TRUE TRUE 0.13 0.9990567 7 NA
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#> 7: 3 7 5 1.395119 0.7071802 0.2973497 TRUE TRUE 0.11 0.9984577 4 NA
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#> 8: 4 8 5 0.000000 0.2500000 0.3221660 TRUE TRUE 0.17 0.9994020 10 NA
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#> 1: 0 1 2 1.670129 0.7880670 NA FALSE TRUE 0.14 0.9777163 2 NA
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#> 2: 0 2 2 14.913213 0.8763154 NA FALSE TRUE 0.36 0.9763760 15 NA
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#> 3: 0 3 4 18.833690 0.3403900 NA FALSE TRUE 0.44 0.9931657 18 NA
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#> 4: 0 4 4 8.639925 0.5499186 NA FALSE TRUE 0.24 0.9981437 7 NA
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#> 5: 1 5 4 21.871937 1.0000000 0.5857961 TRUE TRUE 0.13 0.9945933 1 NA
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#> 6: 2 6 4 0.000000 0.9439879 0.6668303 TRUE TRUE 0.25 0.9990567 7 NA
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#> 7: 3 7 5 1.395119 0.7071802 0.2973497 TRUE TRUE 0.19 0.9984577 4 NA
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#> 8: 4 8 5 0.000000 0.2500000 0.3221660 TRUE TRUE 0.31 0.9994020 10 NA
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```
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``` r
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``` r
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tWithPar
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#> user system elapsed
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#> 0.98 0.04 7.55
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#> 1.03 0.07 11.36
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tNoPar
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#> user system elapsed
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#> 23.44 1.25 22.47
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#> 27.30 3.13 24.99
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```
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## Sampling Multiple Promising Points at Once

cran-comments.md

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There are no downstream dependencies.
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## Changes
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Removed Plotly from dependencies - this package was causing a warning in check because it was not being used.
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Removed Plotly from dependencies. Some suggested packages are now used conditionally in vignettes, reade, tests and examples since they might not be available on all checking machines.

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