Logical and Relational Learning (Cognitive Technologies)

Description

This textbookapplications, such as bio- and chemoinformatics, network analysis, Web mining, and natural language processing, within the rich representations offered by relational databases and computational logic. covers logical and relational learning in depth, and hence provides an introduction to inductive logic programming (ILP), multirelational data mining (MRDM) and (statistical) relational learning (SRL). These subfields of data mining and machine learning are concerned with the analysis of complex and structured data sets that arise in numerous

The author introduces the machine learning and representational foundations of the field and explains some important techniques in detail by using some of the classic case studies centered around well-known logical and relational systems.

The bookartificial intelligence, as well as practitioners of data mining and machine learning. It contains numerous figures and exercises, and slides are available for many chapters. is suitable for use in graduate courses and should be of interest to graduate students and researchers in computer science, databases and

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