Mathematical Tools for Data Mining

Chabane Djeraba

ISBN 10: 1447164067 / ISBN 13: 9781447164067

Editore: Springer London, Springer London Apr 2014, 2014

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Neuware -Data mining essentially relies on several mathematical disciplines, many of which are presented in this second edition of this book. Topics include partially ordered sets, combinatorics, general topology, metric spaces, linear spaces, graph theory. To motivate the reader a significant number of applications of these mathematical tools are included ranging from association rules, clustering algorithms, classification, data constraints, logical data analysis, etc. The book is intended as a reference for researchers and graduate students. The current edition is a significant expansion of the first edition. We strived to make the book self-contained and only a general knowledge of mathematics is required. More than 700 exercises are included and they form an integral part of the material. Many exercises are in reality supplemental material and their solutions are included.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 844 pp. Englisch.

Codice articolo 9781447164067

Dati bibliografici

• Titolo: Mathematical Tools for Data Mining
• Editore: Springer London, Springer London Apr 2014
• Data di pubblicazione: 2014
• Lingua: Inglese
• ISBN 10: 1447164067
• ISBN 13: 9781447164067
• Rilegatura: Buch
• Edizione: prima edizione
• Condizione: Neu

Descrizione articolo

Riassunto

Data mining essentially relies on several mathematical disciplines, many of which are presented in this second edition of this book. Topics include partially ordered sets, combinatorics, general topology, metric spaces, linear spaces, graph theory. To motivate the reader a significant number of applications of these mathematical tools are included ranging from association rules, clustering algorithms, classification, data constraints, logical data analysis, etc. The book is intended as a reference for researchers and graduate students. The current edition is a significant expansion of the first edition. We strived to make the book self-contained and only a general knowledge of mathematics is required. More than 700 exercises are included and they form an integral part of the material. Many exercises are in reality supplemental material and their solutions are included.