Interpretable multiclass classification by MDL-based rule lists

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Interpretable multiclass classification by MDL-based rule lists

1 May 2019

Hugo Manuel Proença

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Papers citing "Interpretable multiclass classification by MDL-based rule lists"

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Title
Truly Unordered Probabilistic Rule Sets for Multi-class Classification Lincen Yang M. Leeuwen 43 10 0 17 Jun 2022
Interpretable Models Capable of Handling Systematic Missingness in Imbalanced Classes and Heterogeneous Datasets Sreejita Ghosh E. Baranowski Michael Biehl W. Arlt Peter Tiño the United Kingdom Utrecht University 68 6 0 04 Jun 2022
First Steps of an Approach to the ARC Challenge based on Descriptive Grid Models and the Minimum Description Length Principle Sébastien Ferré LRM 94 10 0 01 Dec 2021
Rule Generation for Classification: Scalability, Interpretability, and Fairness Tabea E. Rober Adia C. Lumadjeng M. Akyuz cS. .Ilker Birbil 126 2 0 21 Apr 2021
Robust subgroup discovery Hugo Manuel Proença Peter Grünwald Thomas Bäck M. Leeuwen 54 13 0 25 Mar 2021
Mint: MDL-based approach for Mining INTeresting Numerical Pattern Sets Tatiana P. Makhalova S. Kuznetsov A. Napoli 37 7 0 30 Nov 2020
The Minimum Description Length Principle for Pattern Mining: A Survey E. Galbrun AI4TS 82 24 0 28 Jul 2020
Discovering outstanding subgroup lists for numeric targets using MDL Hugo Manuel Proença Peter Grünwald Thomas Bäck M. Leeuwen 50 14 0 16 Jun 2020
Vouw: Geometric Pattern Mining using the MDL Principle Micky Faas M. Leeuwen 41 7 0 21 Nov 2019
LoRMIkA: Local rule-based model interpretability with k-optimal associations Dilini Sewwandi Rajapaksha Christoph Bergmeir Wray Buntine 100 31 0 11 Aug 2019