B
Bruce D'Ambrosio
Researcher at Oregon State University
Publications - 60
Citations - 1415
Bruce D'Ambrosio is an academic researcher from Oregon State University. The author has contributed to research in topics: Inference & Bayesian network. The author has an hindex of 21, co-authored 60 publications receiving 1404 citations. Previous affiliations of Bruce D'Ambrosio include FMC Corporation.
Papers
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Proceedings Article
Symbolic probabilistic inference in belief networks
TL;DR: The Symbolic Probabilistic Inference Algorithm provides an efficient framework for resolving general queries on a belief network and applies the concept of dependency-directed backward search to probabilistic inference, and is incremental with respect to both queries and observations.
Journal ArticleDOI
Efficient inference in Bayes networks as a combinatorial optimization problem
Zhaoyu Li,Bruce D'Ambrosio +1 more
TL;DR: It is shown that optimal factoring provides insight into the key elements of efficient probabilistic inference, and simple, easily implemented algorithms with excellent performance are demonstrated.
Journal ArticleDOI
Inference in Bayesian Networks
TL;DR: This article introduces basic methods for computing with Bayesian networks, starting with the simple idea of summing the probabilities of events of interest.
Book ChapterDOI
Incremental probabilistic inference
TL;DR: In this article, the authors show how a probabilistic inference system built around a smaller grain-size inference task can have the desired incrementality and serve as the basis for a low-level propositional representation service.
Journal ArticleDOI
Local expression languages for probabilistic dependence
TL;DR: In this article, the authors present a representation capable of making this intradistribution structure explicit, and an extension to the SPI algorithm capable of utilizing this structural information to improve the efficiency of inference.