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Publications, proceedings and books about DALEX #32

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GegznaV opened this issue Jul 16, 2018 · 3 comments
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Publications, proceedings and books about DALEX #32

GegznaV opened this issue Jul 16, 2018 · 3 comments
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documentation 📚 Improvements or additions to documentation

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@GegznaV
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GegznaV commented Jul 16, 2018 •
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Are there any scientific (peer-reviewed) publications, conference proceedings or books about DALEX and related packages of the same authors that I could cite in a scientific work? Is there a place where I could find a comprehensive list of those publications?

It would be nice if this list was also included on the website of DALEX.
@mstaniak
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mstaniak commented Jul 16, 2018 •
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DALEX is a wrapper around different packages.

PDP, ICE, ALE and variable importance have citations by outside authors.

For factorMerger (PDP for categorical variables) there is
https://arxiv.org/abs/1709.04412
For breakDown (single_prediction/prediction_breakdown) and live there is
https://arxiv.org/abs/1804.01955
Paper for auditor will be out soon.

Documentation with references for DALEX can be found here https://pbiecek.github.io/DALEX_docs/

Let me know if you need more information.

@agosiewska
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Great list @mstaniak !
I would only add a preprint of an article about DALEX:
https://arxiv.org/abs/1806.08915

@pbiecek pbiecek added the documentation 📚 Improvements or additions to documentation label Jul 31, 2018
@pbiecek
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pbiecek commented Dec 18, 2018

Thanks for the list above

@pbiecek pbiecek closed this as completed Dec 18, 2018
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@pbiecek @GegznaV @agosiewska @mstaniak