Search Results for author: Colin Sullivan

Found 2 papers, 1 papers with code

MAPTree: Beating "Optimal" Decision Trees with Bayesian Decision Trees

1 code implementation • 26 Sep 2023 • Colin Sullivan, Mo Tiwari, Sebastian Thrun

We first demonstrate a connection between maximum a posteriori inference of decision trees and AND/OR search.

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Bayesian Decision Trees via Tractable Priors and Probabilistic Context-Free Grammars

no code implementations • 15 Feb 2023 • Colin Sullivan, Mo Tiwari, Sebastian Thrun, Chris Piech

Once the posterior has been learned, trees can be sampled efficiently (linearly in the number of nodes).

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