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Incremental learning Bayesian network structures efficiently

Published • Dec 1, 2010
NobleIDNI1P08W42R35S72
Authors:
Da Shi
,
Shaohua Tan

Abstract

In this paper, a new hybrid incremental learning algorithm for Bayesian network structures is proposed. It develops a polynomial-time constraint-based technique to build up a candidate parents set for each domain variable, and a hill climbing search procedure is then employed to refine the current n...

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