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Brian Liu
Brian Liu
PhD Student, MIT
Verified email at mit.edu
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Year
Modeling for COVID-19 college reopening decisions: Cornell, a case study
PI Frazier, JM Cashore, N Duan, SG Henderson, A Janmohamed, B Liu, ...
Proceedings of the National Academy of Sciences 119 (2), e2112532119, 2022
482022
Impact of accuracy on model interpretations
B Liu, M Udell
arXiv preprint arXiv:2011.09903, 2020
102020
Controlburn: Feature selection by sparse forests
B Liu, M Xie, M Udell
Proceedings of the 27th ACM SIGKDD conference on knowledge discovery & data …, 2021
92021
Forestprune: Compact depth-pruned tree ensembles
B Liu, R Mazumder
International Conference on Artificial Intelligence and Statistics, 9417-9428, 2023
42023
Analyzing the Spotify Top 200 Through a Point Process Lens
M Harris, B Liu, C Park, R Ramireddy, G Ren, M Ren, S Yu, A Daw, ...
arXiv preprint arXiv:1910.01445, 2019
42019
FIRE: An Optimization Approach for Fast Interpretable Rule Extraction
B Liu, R Mazumder
Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and …, 2023
12023
ControlBurn: Nonlinear Feature Selection with Sparse Tree Ensembles
B Liu, M Xie, H Yang, M Udell
arXiv preprint arXiv:2207.03935, 2022
12022
Randomization Can Reduce Both Bias and Variance: A Case Study in Random Forests
B Liu, R Mazumder
arXiv preprint arXiv:2402.12668, 2024
2024
FAST: An Optimization Framework for Fast Additive Segmentation in Transparent ML
B Liu, R Mazumder
arXiv preprint arXiv:2402.12630, 2024
2024
Modeling the Risk of In-Person Instruction during the COVID-19 Pandemic
B Liu, Y Zhang, SG Henderson, DB Shmoys, PI Frazier
arXiv preprint arXiv:2310.04563, 2023
2023
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