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Staniak M, Biecek P (2018). -“Explanations of Model Predictions with live and breakDown Packages.” -ArXiv e-prints. -1804.01955, https://arxiv.org/abs/1804.01955. -

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@Article{,
-  title = {Explanations of Model Predictions with {live} and {breakDown} Packages},
-  author = {Mateusz Staniak and Przemyslaw Biecek},
-  journal = {ArXiv e-prints},
-  archiveprefix = {arXiv},
-  eprint = {1804.01955},
-  primaryclass = {stat.ML},
-  year = {2018},
-  month = {Apr},
-  url = {https://arxiv.org/abs/1804.01955},
-}
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    Mateusz Staniak. Maintainer, author. -

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    Przemysław Biecek. Author. -

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Authors

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-Installation

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To get started, install stable CRAN version:

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install.packages("live")
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or the development version:

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devtools::install_github("MI2DataLab/live")
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See the latest changes.

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Features coming up next:

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devtools::install_github("MI2DataLab/live")

See the latest changes.

Features coming up next:

->>>>>>> Stashed changes
  • better support for comparing explanations for different models / different instances,

  • improved Shiny application (see live_shiny function in development version).

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If you have any bug reports, feature requests or ideas to improve the methodology, feel free to leave an issue.

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-Materials

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Find the paper about live and breakDown on arXiv.

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Website: https://mi2datalab.github.io/live/

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Conference talks on live: Wrocław 2018, Berlin 2017.

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Python implementation of LIME and info about the method: https://github.com/marcotcr/lime

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Cheatsheet:

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cheatsheet

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