Special Issue on Explainable and Interpretable Machine Learning and Data Mining

ISSN: 1384-5810 (Print) 1573-756X (Online)

In this topical collection (25 articles)

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  1. OriginalPaper

    Simplification of genetic programs: a literature survey

    Noman Javed, Fernand Gobet, Peter Lane Pages 1279-1300
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  2. OriginalPaper

    Interpreting deep learning models with marginal attribution by conditioning on quantiles

    Michael Merz, Ronald Richman, Andreas Tsanakas… Pages 1335-1370
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  3. OriginalPaper

    Grouped feature importance and combined features effect plot

    Quay Au, Julia Herbinger, Clemens Stachl… Pages 1401-1450
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    OriginalPaper

    Conclusive local interpretation rules for random forests

    Ioannis Mollas, Nick Bassiliades… Pages 1521-1574

  5. OriginalPaper

    Benchmarking and survey of explanation methods for black box models

    Francesco Bodria, Fosca Giannotti, Riccardo Guidotti… Pages 1719-1778
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