YooJung Choi

Publication Activity (10 Years)

Years Active: 2017-2023
Publications (10 Years): 19

Top Topics

Feature Selection

Bayesian Network Classifiers

Probabilistic Reasoning

Naive Bayes Classifier

Top Venues

Publications

YooJung Choi
Probabilistic Reasoning and Learning for Trustworthy AI. AAAI (2023)
Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi
Certifying Fairness of Probabilistic Circuits. AAAI (2023)
YooJung Choi, Tal Friedman, Guy Van den Broeck
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations. AISTATS (2022)
Nikil Roashan Selvam, Guy Van den Broeck, YooJung Choi
Certifying Fairness of Probabilistic Circuits. CoRR (2022)
YooJung Choi, Tal Friedman, Guy Van den Broeck
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations. CoRR (2021)
YooJung Choi, Meihua Dang, Guy Van den Broeck
Group Fairness by Probabilistic Modeling with Latent Fair Decisions. AAAI (2021)
Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck
A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference. NeurIPS (2021)
Antonio Vergari, YooJung Choi, Anji Liu, Stefano Teso, Guy Van den Broeck
A Compositional Atlas of Tractable Circuit Operations: From Simple Transformations to Complex Information-Theoretic Queries. CoRR (2021)
Pasha Khosravi, Antonio Vergari, YooJung Choi, Yitao Liang, Guy Van den Broeck
Handling Missing Data in Decision Trees: A Probabilistic Approach. CoRR (2020)
YooJung Choi, Meihua Dang, Guy Van den Broeck
Group Fairness by Probabilistic Modeling with Latent Fair Decisions. CoRR (2020)
YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van den Broeck
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns. AAAI (2020)
Pasha Khosravi, Yitao Liang, YooJung Choi, Guy Van den Broeck
What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features. CoRR (2019)
Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, Guy Van den Broeck
On Tractable Computation of Expected Predictions. CoRR (2019)
YooJung Choi, Golnoosh Farnadi, Behrouz Babaki, Guy Van den Broeck
Learning Fair Naive Bayes Classifiers by Discovering and Eliminating Discrimination Patterns. CoRR (2019)
Pasha Khosravi, YooJung Choi, Yitao Liang, Antonio Vergari, Guy Van den Broeck
On Tractable Computation of Expected Predictions. NeurIPS (2019)
Pasha Khosravi, Yitao Liang, YooJung Choi, Guy Van den Broeck
What to Expect of Classifiers? Reasoning about Logistic Regression with Missing Features. IJCAI (2019)
YooJung Choi, Guy Van den Broeck
On Robust Trimming of Bayesian Network Classifiers. IJCAI (2018)
YooJung Choi, Guy Van den Broeck
On Robust Trimming of Bayesian Network Classifiers. CoRR (2018)
YooJung Choi, Adnan Darwiche, Guy Van den Broeck
Optimal Feature Selection for Decision Robustness in Bayesian Networks. IJCAI (2017)