YooJung Choi | DeepAI

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Featured Co-authors

Guy Van den Broeck
67 publications
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25 publications
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18 publications
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Anji Liu
11 publications
Pasha Khosravi
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Meihua Dang
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∙ 12/05/2022

Certifying Fairness of Probabilistic Circuits

With the increased use of machine learning systems for decision making, ...

0 Nikil Roashan Selvam, et al. ∙

∙ 11/08/2021

Solving Marginal MAP Exactly by Probabilistic Circuit Transformations

Probabilistic circuits (PCs) are a class of tractable probabilistic mode...

0 YooJung Choi, et al. ∙

∙ 02/11/2021

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

Circuit representations are becoming the lingua franca to express and re...

0 Antonio Vergari, et al. ∙

∙ 09/18/2020

Group Fairness by Probabilistic Modeling with Latent Fair Decisions

Machine learning systems are increasingly being used to make impactful d...

29 YooJung Choi, et al. ∙

∙ 06/29/2020

Handling Missing Data in Decision Trees: A Probabilistic Approach

Decision trees are a popular family of models due to their attractive pr...

13 Pasha Khosravi, et al. ∙

∙ 10/05/2019

On Tractable Computation of Expected Predictions

Computing expected predictions has many interesting applications in area...

15 Pasha Khosravi, et al. ∙

∙ 06/10/2019

Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns

As machine learning is increasingly used to make real-world decisions, r...

2 YooJung Choi, et al. ∙

∙ 03/05/2019

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

While discriminative classifiers often yield strong predictive performan...

17 Pasha Khosravi, et al. ∙

∙ 05/29/2018

On Robust Trimming of Bayesian Network Classifiers

This paper considers the problem of removing costly features from a Baye...

6 YooJung Choi, et al. ∙

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