Principles of Data Mining

Name: Principles of Data Mining
Price: 5.81 USD
Availability: InStock
ISBN: 9780262082907

ISBN-10: 026208290X

ISBN-13: 9780262082907

Edition: 2001

Authors: David J. Hand, Heikki Mannila, Padhraic Smyth

List price: $85.00

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Description:

The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics. The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining…

Book details

List price: $85.00
Copyright year: 2001
Publisher: MIT Press
Publication date: 8/17/2001
Binding: Hardcover
Pages: 578
Size: 8.19" wide x 9.25" long x 1.24" tall
Weight: 2.684



Full Contents


List of Tables


List of Figures


Series Foreword


Preface



Introduction



Measurement and Data



Visualizing and Exploring Data



Data Analysis and Uncertainty



A Systematic Overview of Data Mining Algorithms



Models and Patterns



Score Functions for Data Mining Algorithms



Search and Optimization Methods



Descriptive Modeling



Predictive Modeling for Classification



Predictive Modeling for Regression



Data Organization and Databases



Finding Patterns and Rule



Retrieval by Content


Appendix: Random Variables


References


Index