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YooJung Choi
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Year
What to expect of classifiers? reasoning about logistic regression with missing features
P Khosravi, Y Liang, YJ Choi, GV Broeck
Proceedings of the 28th International Joint Conference on Artificial …, 2019
412019
Probabilistic circuits: A unifying framework for tractable probabilistic models
YJ Choi, A Vergari, G Van den Broeck
Technical report, 2020
35*2020
On tractable computation of expected predictions
P Khosravi, YJ Choi, Y Liang, A Vergari, GV Broeck
Advances in Neural Information Processing Systems 32, 11169-11180, 2019
322019
The institutional life of algorithmic risk assessment
A Solow-Niederman, YJ Choi, G Van den Broeck
Berkeley Tech. LJ 34, 705, 2019
292019
Optimal feature selection for decision robustness in Bayesian networks
YJ Choi, A Darwiche, G Van den Broeck
Proceedings of the 26th International Joint Conference on Artificial …, 2017
232017
Handling missing data in decision trees: A probabilistic approach
P Khosravi, A Vergari, YJ Choi, Y Liang, GV Broeck
arXiv preprint arXiv:2006.16341, 2020
222020
Learning fair naive bayes classifiers by discovering and eliminating discrimination patterns
YJ Choi, G Farnadi, B Babaki, G Van den Broeck
Proceedings of the AAAI Conference on Artificial Intelligence 34 (06), 10077 …, 2020
212020
Probabilistic circuits: Representations, inference, learning and applications
A Vergari, YJ Choi, R Peharz, G Van den Broeck
Tutorial at the The 34th AAAI Conference on Artificial Intelligence, 2020
172020
A compositional atlas of tractable circuit operations for probabilistic inference
A Vergari, YJ Choi, A Liu, S Teso, G Van den Broeck
Advances in Neural Information Processing Systems 34, 13189-13201, 2021
16*2021
Group Fairness by Probabilistic Modeling with Latent Fair Decisions
YJ Choi, M Dang, G Van den Broeck
Proceedings of the AAAI Conference on Artificial Intelligence 35 (13), 12051 …, 2020
152020
On robust trimming of bayesian network classifiers
YJ Choi, GV Broeck
Proceedings of the 27th International Joint Conference on Artificial …, 2018
132018
Solving Marginal MAP Exactly by Probabilistic Circuit Transformations
YJ Choi, T Friedman, G Van den Broeck
International Conference on Artificial Intelligence and Statistics, 10196-10208, 2022
42022
Lecture notes: Probabilistic circuits: Representation and inference
YJ Choi, A Vergari, G Van den Broeck
February, 2020
22020
Certifying fairness of probabilistic circuits
NR Selvam, G Van den Broeck, YJ Choi
The 5th Workshop on Tractable Probabilistic Modeling, 2022
12022
Probabilistic Reasoning for Fair and Robust Decision Making
YJ Choi
UCLA, 2022
2022
What to Expect of Classifiers?
P Khosravi, Y Liang, YJ Choi, G Van den Broeck
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Articles 1–16