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04/08/2021
Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters
Causal decision making (CDM) at scale has become a routine part of busin...
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04/24/2020
Methods for Individual Treatment Assignment: An Application and Comparison for Playlist Generation
We present a systematic analysis of causal treatment assignment decision...
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01/21/2020
Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach
Lack of understanding of the decisions made by model-based AI systems is...
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12/04/2019
Counterfactual Explanation Algorithms for Behavioral and Textual Data
We study the interpretability of predictive systems that use high-dimens...
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07/21/2016
Explaining Classification Models Built on High-Dimensional Sparse Data
Predictive modeling applications increasingly use data representing peop...
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06/26/2016