Bucket elimination: a unifying framework for probabilistic inference

A new method for consequence finding and compilation in restricted languages

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An Introduction to Variational Methods for Graphical Models

Machine Learning

Efficient reasoning

ACM Computing Surveys (CSUR)

Optimizing exact genetic linkage computations

RECOMB '03 Proceedings of the seventh annual international conference on Research in computational molecular biology

Bayesian networks for speech and image integration

Eighteenth national conference on Artificial intelligence

Quantifying the uncertainty of a belief net response: Bayesian error-bars for belief net inference

Artificial Intelligence

An Ontology-Based Bayesian Network Approach for Representing Uncertainty in Clinical Practice Guidelines

Uncertainty Reasoning for the Semantic Web I

Embedded Probabilistic Programming

DSL '09 Proceedings of the IFIP TC 2 Working Conference on Domain-Specific Languages

Variational probabilistic inference and the QMR-DT network

Journal of Artificial Intelligence Research

Variational cumulant expansions for intractable distributions

Journal of Artificial Intelligence Research

A distributed system for genetic linkage analysis

GCCB'06 Proceedings of the 2006 international conference on Distributed, high-performance and grid computing in computational biology

Monolingual probabilistic programming using generalized coroutines

UAI '09 Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence

A variational approximation for Bayesian networks with discrete and continuous latent variables

UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence

Bayesian error-bars for belief net inference

UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence

Empirical evaluation of approximation algorithms for probabilistic decoding

UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence

Adaptive Exact Inference in Graphical Models

The Journal of Machine Learning Research

Structured probabilistic inference

International Journal of Approximate Reasoning