Mathematical Tools for Data Mining

Mathematical Tools for Data Mining
Author :
Publisher : Springer Science & Business Media
Total Pages : 831
Release :
ISBN-10 : 9781447164074
ISBN-13 : 1447164075
Rating : 4/5 (075 Downloads)

Book Synopsis Mathematical Tools for Data Mining by : Dan A. Simovici

Download or read book Mathematical Tools for Data Mining written by Dan A. Simovici and published by Springer Science & Business Media. This book was released on 2014-03-27 with total page 831 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


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