Bayesian Network as Instrument of Intelligent Data Analysis
Alexander N. Terentyev, Petr I. Bidyuk, L. A. Korshevnyuk · Journal of Automation and Information Sciences · 2007
Bayesian networks (BN) represent a useful and seriously claimed instrument for implementation in data mining systems of various applications. Existing methods of construction BN and probabilistic inference from training data have high computation complexity. For construction BN heuristic method of construction BN is proposed, and for implementation of probabilistic inference an algorithm of probabilistic inference in BN from a database is suggested. Experimental results and examples for using BN are presented.