Logical and Relational Learning (Cognitive Technologies) - Tapa dura

Libro 10 de 42: Cognitive Technologies

Raedt, Luc De

 
9783540200406: Logical and Relational Learning (Cognitive Technologies)
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ISBN 10: 3540200401 ISBN 13: 9783540200406
Editorial: Springer, 2008

Sinopsis

This book constitutes the first textbook on inductive logic programming (ILP) and multi-relational data mining (MRDM). These subfields of data mining and machine learning are concerned with analyzing structured data that arise in numerous applications, such as bioinformatics, web mining, natural language processing, etc. The book explains some important techniques in detail by using case studies centered around well-known ILP or MRDM systems. These case studies are some of the "classics" of the field and also provide an adequate starting point for a more general discussion. Related systems and techniques are covered in a bibliographical section at the end of each chapter.The book addresses graduate students in computer science, data bases and artificial intelligence as well as practitioners of data mining and machine learning.

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De la contraportada

This textbook 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 applications, such as bio- and chemoinformatics, network analysis, Web mining, natural language processing, within the rich representations offered by relational databases and computational logic.

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

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Editorial
Springer
Año de publicación
2008
Idioma
Inglés
ISBN 10 
3540200401
ISBN 13 
9783540200406
Encuadernación
Tapa dura
Número de páginas
404
Contacto del fabricante
ProductSafety@springernature.com
ProductSafety@springernature.com

Poststr. 9
Darmstadt
64293
Alemania

Otras ediciones populares con el mismo título

9783642057489: Logical and Relational Learning (Cognitive Technologies)

Edición Destacada

ISBN 10:  3642057489 ISBN 13:  9783642057489
Editorial: Springer, 2010
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