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We propose the Probabilistic Sentential Decision Diagram (PSDD): A complete and canonical representation of probability distributions defined over the models of a given propositional theory. Eachâ€¦ (More)

- Arthur Choi, Adnan Darwiche
- AAAI
- 2006

We show in this paper that the influential algorithm of iterative belief propagation can be understood in terms of exact inference on a polytree, which results from deleting enough edges from theâ€¦ (More)

- Dan He, Arthur Choi, Knot Pipatsrisawat, Adnan Darwiche, Eleazar Eskin
- Bioinformatics [ISMB]
- 2010

MOTIVATION
Haplotype inference is an important step for many types of analyses of genetic variation in the human genome. Traditional approaches for obtaining haplotypes involve collecting genotypeâ€¦ (More)

- Arthur Choi, Yexiang Xue, Adnan Darwiche
- Int. J. Approx. Reasoning
- 2012

We consider in this paper the robustness of decisions based on probabilistic thresholds. To this effect, we propose the same-decision probability as a query that can be used as a confidence measureâ€¦ (More)

Tractable learning aims to learn probabilistic models where inference is guaranteed to be efficient. However, the particular class of queries that is tractable depends on the model and underlyingâ€¦ (More)

- Arthur Choi, Guy Van den Broeck, Adnan Darwiche
- IJCAI
- 2015

Probabilistic sentential decision diagrams (PSDDs) are a tractable representation of structured probability spaces, which are characterized by complex logical constraints on what constitutes aâ€¦ (More)

- Doga Kisa, Guy Van den Broeck, Arthur Choi, Adnan Darwiche
- ICML
- 2014

We propose the Probabilistic Sentential Decision Diagram (PSDD): A complete and canonical representation of probability distributions defined over the models of a given propositional theory. Eachâ€¦ (More)

- Arthur Choi, Mark Chavira, Adnan Darwiche
- UAI
- 2007

We formulate in this paper the mini-bucket algorithm for approximate inference in terms of exact inference on an approximate model produced by splitting nodes in a Bayesian network. The newâ€¦ (More)

- Arthur Choi, Adnan Darwiche
- AAAI
- 2013

The Sentential Decision Diagram (SDD) is a recently proposed representation of Boolean functions, containing Ordered Binary Decision Diagrams (OBDDs) as a distinguished subclass. While OBDDs areâ€¦ (More)

- Arthur Choi, Doga Kisa, Adnan Darwiche
- ECSQARU
- 2013

Knowledge compilation is a powerful approach to exact inference in probabilistic graphical models, which is able to effectively exploit determinism and context-specific independence, allowing it toâ€¦ (More)