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README.md

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# Landscape of R packages for eXplainable Artificial Intelligence
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This repository is a landing page for the article: Szymon Maksymiuk,
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Alicja Gosiewska, and Przemysław Biecek. *Landscape of R packages for
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eXplainable Artificial Intelligence*. It contains data and code
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necessary to reproduce all analysis made in the papee.
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necessary to reproduce all analysis made in the paper.
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<center>
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example of usage of every compared package. The results can be seen
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below. As teaser figures used in the article are presented.
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<div class="figure">
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<img src="./figures/pdps.png" alt="Partial Dependence Porfiles for fare variable from the Titanic data set generated with DALEX(top-left), flashlight(right-top), iml(left-bottom), pdp(right-bottom). We can see that the profiles differs. It is due to the fact that profiles are evaluated on different grids of points." width="1200" />
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<div class="figure">
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<img src="./figures/shaps.png" alt="Contribution plots based on Shapley values for the same observation from Titanic dataset generated with DALEX (top-left), flashlight (right-top), iml (left-bottom), pdp (right-bottom)." width="1200" />
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<a href="https://mi2datalab.github.io/XAI-tools/ALEplot.html">ALEplot</a>
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<a href="https://mi2datalab.github.io/XAI-tools/arules.html">arules</a>

README.rmd

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output: github_document
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This repository is a landing page for the article: Szymon Maksymiuk, Alicja Gosiewska, and Przemysław Biecek. *Landscape of R packages for eXplainable Artificial Intelligence*. It contains data and code necessary to reproduce all analysis made in the papee.
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# Landscape of R packages for eXplainable Artificial Intelligence
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This repository is a landing page for the article: Szymon Maksymiuk, Alicja Gosiewska, and Przemysław Biecek. *Landscape of R packages for eXplainable Artificial Intelligence*. It contains data and code necessary to reproduce all analysis made in the paper.
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