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Symbolic Probabilistic Inference in Belief Networks

1990, National Conference on Artificial Intelligence

Abstract

The Symbolic Probabilistic Inference (SPI) Algorithm (D'Ambrosio, 19891 provides an efficient framework for resolving general queries on a belief network. It applies the concept of dependency-directed backward search to probabilistic inference, and is incremental with respect to both queries and observations. Unlike most belief network algorithms, SPI is goal directed, performing only those calculations that are required to respond to