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Topic-Contributed Paper Session

Recent advances in the theory of Bayesian Additive Regression Trees (BART)

Thu, Aug 10, 8:30 AM

YanShuo TanOrganizerAntonio LineroChairVeronika RockovaOrganizer

International Society for Bayesian Analysis (ISBA)

5 Presentations

Computational Complexity of Bayesian CART

8:35 AM - 8:55 AM

Co-authors: Veronika Rockova (The University of Chicago)

Posterior contraction rates for BART-based estimators of variable activity indices

8:55 AM - 9:15 AM

Akira Horiguchi

Co-authors: Matthew Pratola

Randomized Methods in Bayesian Additive Regression Tree Models

9:15 AM - 9:35 AM

Hengrui Luo (Lawrence Berkeley National Laboratory)

Co-authors: Matthew Pratola

The Art of BART: Minimax Optimality over Nonhomogeneous Smoothness in High Dimension

9:35 AM - 9:55 AM

Seonghyun Jeong

The Computational Downside of Big Data for Bayesian Additive Regression Trees: Analyzing the Relationship Between Mixing Time and Sample Size

9:55 AM - 10:15 AM

Omer Ronen (UC Berkeley)

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