Mathematical Tools for Data Mining: Set Theory, Partial Orders, Combinatorics - Couverture rigide

Simovici, Dan A.; Djeraba, Chabane

 
9781848002005: Mathematical Tools for Data Mining: Set Theory, Partial Orders, Combinatorics
Couverture rigide
ISBN 10 : 1848002009 ISBN 13 : 9781848002005
Editeur : Springer London Ltd, 2008

Synopsis

This book integrates the mathematics of data mining with its applications, offering the reader a reference to the mathematical tools required for data mining. Dedicated to the study of set-theoretical foundations of data mining, this book is focused on set theory and several closely related areas: partially ordered sets and lattice theory, metric spaces and combinatorics. The book is structured into 4 parts and presents a comprehensive discussion of the subject. Features and topics include: - Study of functions and relations, - Applications are provided throughout, - Presents graphs and hypergraphs, - Covers partially ordered sets, lattices and Boolean algebras, - Finite partially ordered sets, - Focuses on metric spaces, - Includes combinatorics, - Discusses the theory of the Vapnik-Chervonenkis dimension of collections of sets. Intended as a reference for the working data miner and researchers, a good knowledge of calculus is required to make the best use of this book, which will prove a useful reference.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

This book integrates the mathematics of data mining with its applications, offering the reader a reference to the mathematical tools required for data mining. Dedicated to the study of set-theoretical foundations of data mining, this book is focused on set theory and several closely related areas: partially ordered sets and lattice theory, metric spaces and combinatorics. The book is structured into 4 parts and presents a comprehensive discussion of the subject. Features and topics include: - Study of functions and relations, - Applications are provided throughout, - Presents graphs and hypergraphs, - Covers partially ordered sets, lattices and Boolean algebras, - Finite partially ordered sets, - Focuses on metric spaces, - Includes combinatorics, - Discusses the theory of the Vapnik-Chervonenkis dimension of collections of sets. Intended as a reference for the working data miner and researchers, a good knowledge of calculus is required to make the best use of this book, which will prove a useful reference.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Springer London Ltd
Date d'édition
2008
Langue
anglais
ISBN 10 
1848002009
ISBN 13 
9781848002005
Reliure
Relié
Nombre de pages
628
Coordonnées du fabricant
Springer-Verlag GmbH
customerservice@springernature.com

Tiergartenstraße 17
Heidelberg
Baden-Württemberg
69121
Allemagne

Autres éditions populaires du même titre

9781849967518: Mathematical Tools for Data Mining: Set Theory, Partial Orders, Combinatorics

Edition présentée

ISBN 10 :  1849967512 ISBN 13 :  9781849967518
Editeur : Springer London Ltd, 2010
Couverture souple