Data Mining with Graphical Models

Abstract. The explosion of data stored in commercial or administrational databases calls for intelligent techniques to discover the patterns hidden in them and thus to exploit all available information. Therefore a new line of research has recently been established, which became known under the names “Data Mining” and “Knowledge Discovery in Databases”. In this paper we study a popular technique from its arsenal of methods to do dependency analysis, namely learning inference networks (also called “graphical models”) from data. We review the already

• Type: Conference
• Year: 2002
• Where: ALT
• Authors: Rudolf Kruse, Christian Borgelt
• Keywords: ALT 2002, Data Mining, Dependency Analysis, Inference Networks, Machine Learning