A Bayesian Method for Constructing Bayesian Belief Networks from Databases

Preprint

20 March 2013

preprint
Published by arXiv in arXiv

https://doi.org/10.48550/arXiv.1303.5714

Abstract

This paper presents a Bayesian method for constructing Bayesian belief networks from a database of cases. Potential applications include computer-assisted hypothesis testing, automated scientific discovery, and automated construction of probabilistic expert systems. Results are presented of a preliminary evaluation of an algorithm for constructing a belief network from a database of cases. We relate the methods in this paper to previous work, and we discuss open problems.

Keywords

CONSTRUCTING BAYESIAN BELIEF
BAYESIAN BELIEF NETWORKS
BELIEF NETWORKS
BAYESIAN METHOD
EXPERT SYSTEMS
ALGORITHM
AUTOMATED

All Related Versions

Version 1, 2013-03-20, ArXiv

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