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04/28/2023
Counterfactual Explanation with Missing Values
Counterfactual Explanation (CE) is a post-hoc explanation method that pr...
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01/11/2023
Linear Time Online Algorithms for Constructing Linear-size Suffix Trie
The suffix trees are fundamental data structures for various kinds of st...
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09/19/2022
TimberTrek: Exploring and Curating Sparse Decision Trees with Interactive Visualization
Given thousands of equally accurate machine learning (ML) models, how ca...
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09/16/2022
Exploring the Whole Rashomon Set of Sparse Decision Trees
In any given machine learning problem, there may be many models that cou...
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12/22/2020
Ordered Counterfactual Explanation by Mixed-Integer Linear Optimization
Post-hoc explanation methods for machine learning models have been widel...
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04/17/2020
Efficient Constrained Pattern Mining Using Dynamic Item Ordering for Explainable Classification
Learning of interpretable classification models has been attracting much...
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01/29/2019
Online Algorithms for Constructing Linear-size Suffix Trie
The suffix trees are fundamental data structures for various kinds of st...
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12/17/2018
Multi Instance Learning For Unbalanced Data
In the context of Multi Instance Learning, we analyze the Single Instanc...
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11/12/2018