Mathematical Tools for Data Mining
(Sprache: Englisch)
Offering the reader a reference to the mathematical tools required for data mining, this book integrates the mathematics of data mining with its applications. It provides the necessary mathematical background for researchers and graduate students.
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Produktinformationen zu „Mathematical Tools for Data Mining “
Offering the reader a reference to the mathematical tools required for data mining, this book integrates the mathematics of data mining with its applications. It provides the necessary mathematical background for researchers and graduate students.
Inhaltsverzeichnis zu „Mathematical Tools for Data Mining “
Set Theory.- Sets, Relations, and Functions.- Algebras.- Graphs and Hypergraphs.- Partial Orders.- Partially Ordered Sets.- Lattices and Boolean Algebras.- Topologies and Measures.- Frequent Item Sets and Association Rules.- Applications to Databases and Data Mining.- Rough Sets.- Metric Spaces.- Dissimilarities, Metrics, and Ultrametrics.- Topologies and Measures on Metric Spaces.- Dimensions of Metric Spaces.- Clustering.- Combinatorics.- Combinatorics.- The Vapnik-Chervonenkis Dimension.
Bibliographische Angaben
- Autoren: Dan A. Simovici , Chabane Djeraba
- 2008, XII, 616 Seiten, 81 Schwarz-Weiß-Abbildungen, Maße: 16 x 24 cm, Gebunden, Englisch
- Verlag: Springer-Verlag GmbH
- ISBN-10: 1848002009
- ISBN-13: 9781848002005
Sprache:
Englisch
Rezension zu „Mathematical Tools for Data Mining “
From the reviews:"The book is organized into four parts, with a total of 15 chapters. Each chapter ... offers numerous exercises and references for further reading. ... Overall, Simovici and Djeraba's presentation of both the theoretical grounds and the practical aspects of the various data mining methodologies is good. ... The book is intended for readers who have a data mining background ... . It will help this audience to improve their knowledge of how different data mining strategies operate from a mathematical standpoint." (Aris Gkoulalas-Divanis, ACM Computing Reviews, February, 2009)
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