Logical and Relational Learning: From ILP to MRDM (Cognitive Technologies)

Logical and Relational Learning: From ILP to MRDM (Cognitive Technologies)

By: Luc de Raedt (author)Hardback

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Description

This first textbook on multi-relational data mining and inductive logic programming provides a complete overview of the field. It is self-contained and easily accessible for graduate students and practitioners of data mining and machine learning.

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Contents

An Introduction to Logic.- An Introduction to Learning and Search.- Representations for Mining and Learning.- Generality and Logical Entailment.- The Upgrading Story.- Inducing Theories.- Probabilistic Logic Learning.- Kernels and Distances for Structured Data.- Computational Aspects of Logical and Relational Learning.- Lessons Learned.

Product Details

  • publication date: 30/09/2004
  • ISBN13: 9783540200406
  • Format: Hardback
  • Number Of Pages: 402
  • ID: 9783540200406
  • weight: 816
  • ISBN10: 3540200401

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