Relational Data Mining

Saso Dzeroski, Nada Lavrac

398 pages, parution le 19/10/2001

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Résumé

As the first book devoted to relational data mining, this coherently written multi-author monograph provides a thorough introduction and systematic overview of the area.

The first part introduces the reader to the basics and principles of classical knowledge discovery in databases and inductive logic programming; subsequent chapters by leading experts assess the techniques in relational data mining in a principled and comprehensive way; finally, three chapters deal with advanced applications in various fields and refer the reader to resources for relational data mining.

This book will become a valuable source of reference for R&D professionals active in relational data mining. Students as well as IT professionals and ambitioned practitioners interested in learning about relational data mining will appreciate the book as a useful text and gentle introduction to this exciting new field.

Contents

Introduction

Data mining in a nutshell
Knowledge discoverfy indatabase : an overview
An introduction to inductive logic programming
Inductive logic programming for knowledge discovery in databases

Techniques

Three companions for data mining in first order logic
Inducing classification and regression trees in first order logic
Relational rule induction with CProgol4.4 : a tutorial induction
Discovery of relational associations rules
Distance based approaches to relational learnijng and clustering

From propositional to relational data mining

How to upgrade propositional learners to first order logic : a case study
Propositionalization approaches to relational data mining
Relatioanl leraning and boosting
Learning probalistic relational models

Applications and web resources

Relational data minig applications : an overview
Four suggestions and a rule concerning the application of ILP
Internet resources on ILP for KDD
Index

Caractéristiques techniques

	PAPIER
Éditeur(s)	Springer
Auteur(s)	Saso Dzeroski, Nada Lavrac
Parution	19/10/2001
Nb. de pages	398
Format	16 x 24
Couverture	Relié
Poids	710g
Intérieur	Noir et Blanc
EAN13	9783540422891