Search Results for author: Anton Chechetka

Found 2 papers, 0 papers with code

Evidence-Specific Structures for Rich Tractable CRFs

no code implementations NeurIPS 2010 Anton Chechetka, Carlos Guestrin

We present a simple and effective approach to learning tractable conditional random fields with structure that depends on the evidence.

Efficient Principled Learning of Thin Junction Trees

no code implementations NeurIPS 2007 Anton Chechetka, Carlos Guestrin

We present the first truly polynomial algorithm for learning the structure of bounded-treewidth junction trees -- an attractive subclass of probabilistic graphical models that permits both the compact representation of probability distributions and efficient exact inference.

Cannot find the paper you are looking for? You can Submit a new open access paper.