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Solving Marginal MAP Exactly by Probabilistic Circuit Transformations


Nov 08, 2021
YooJung Choi, Tal Friedman, Guy Van den Broeck


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A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries


Feb 11, 2021
Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck


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Group Fairness by Probabilistic Modeling with Latent Fair Decisions


Sep 18, 2020
YooJung Choi, Meihua Dang, Guy Van den Broeck


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Handling Missing Data in Decision Trees: A Probabilistic Approach


Jun 29, 2020
Pasha Khosravi, Antonio Vergari, YooJung Choi, Yitao Liang, Guy Van den Broeck


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On Tractable Computation of Expected Predictions


Oct 31, 2019
Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, Guy Van den Broeck


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Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns


Jun 10, 2019
YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van den Broeck


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What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features


Mar 05, 2019
Pasha Khosravi, Yitao Liang, YooJung Choi, Guy Van den Broeck


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On Robust Trimming of Bayesian Network Classifiers


May 29, 2018
YooJung Choi, Guy Van den Broeck


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