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Principles of Data Mining (Adaptive Computation and Machine Learning)

By David J. Hand, Heikki Mannila, Professor Padhraic Smyth, Francis Bach (Editor)

ISBN: 9780262082907

Published: 2001

Number of Pages: 578

Edition: 1st

Binding: Hardcover


Pricing & Availability:
Additional Details:

Product Type: Book

Publisher: A Bradford Book

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 algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local "memory-based" models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing.


Fixed-Length Data Elements - Additional Material Characteristics: m m d

Library of Congress Control Number
   - LC control Number:  2001032620
   - LC control Number: 2001032620

National Bibliography Number
   - Source: bnbGBA163289GBA1-63289

International Standard Book Number: 026208290X0-262-08290-X026208290X (hardcover : alk. paper)026208290X (hc. : alk. paper)026208290X :Paper Back
   - Canceled/invalid ISBN: 026208290X (hc. : alk. paper)

Level of Bibliographic Control and Coding Detail: COUTTS//jv//mg//oc

Language Code
   - Language code of text/sound track or separate title: English

Library of Congress Call Number
   - Classification number: QA76.9.D343
   - Item number: H38 2001
   - Item number: H38 2001b

Dewey Decimal Classification Number
   - Edition number: 21
   - Classification number: 006.3

Main Entry - Personal Name
   - Personal name: Hand
   - Personal name: Hand, D. J.
   - Personal name: Mannila
   - Personal name: Smyth
   - Numeration: David
   - Numeration: Heikki
   - Numeration: Padhraic
   - Dates associated with a name: 1950-
   - Fuller form of name: (David J.),

Title Statement
   - Title: Principles of data mining
   - Title: Principles of data mining /
   - Remainder of title: David Hand, Heikki Mannila and Padhraic Smyth
   - Statement of responsibility, etc.: David Hand, Heikki Mannila, Padhraic Smyth.
   - Statement of responsibility, etc.: David Hand, Heikki Mannila, Padhraic Smyth .
   - Statement of responsibility, etc.: David Hand, Heikki Mannila, Padhraic Smyth.
   - Medium: [electronic resource]
   - Medium: [electronic resource] /

Varying Form of Title
   - Title proper/short title: Data mining

Publication, Distribution, etc. (Imprint)
   - Place of publication, distribution, etc.: [S.l.]
   - Place of publication, distribution, etc.: Cambridge, Mass. :
   - Place of publication, distribution, etc.: Cambridge, Mass. ;
   - Place of publication, distribution, etc.: London :
   - Name of publisher, distribution, etc.: MIT Press
   - Name of publisher, distribution, etc.: MIT Press,
   - Date of publication, distribution, etc.: 2001.
   - Date of publication, distribution, etc.: c2001
   - Date of publication, distribution, etc.: c2001.
   - Place of manufacture: (Norwood, Mass. :
   - Manufacturer: Books24x7.com [generator])

Physical Description
   - Extent: 010
   - Extent: xv,546p.
   - Extent: xxxii, 546 p. :
   - Extent: xxxii, 546 p. ;
   - Extent: xxxii,546p. :
   - Other physical details: ill.
   - Other physical details: ill. ;
   - Other physical details: ill., ;
   - Dimensions: 23 cm.
   - Dimensions: 24 cm.

Dates of Publication and/or Sequential Designation: c2001

Series Statement/Added Entry - Title: Adaptive computation and machine learningAdaptive computation and machine learning.

General Note: "A Bradford book."A Bradford book.Bradford Books.Title from title screen.

Bibliography, etc. Note
   - Bibliography: Includes bibliographical references (p. [491]-524) and index.
   - Bibliography: Includes bibliographical references and index.

Formatted Contents Note
   - Miscellaneous information: 1.
   - Miscellaneous information: 10.
   - Miscellaneous information: 11.
   - Miscellaneous information: 12.
   - Miscellaneous information: 13.
   - Miscellaneous information: 14.
   - Miscellaneous information: 2.
   - Miscellaneous information: 3.
   - Miscellaneous information: 4.
   - Miscellaneous information: 5.
   - Miscellaneous information: 6.
   - Miscellaneous information: 7.
   - Miscellaneous information: 8.
   - Miscellaneous information: 9.
   - Title: A Systematic Overview of Data Mining Algorithms --
   - Title: Appendix: Random Variables --
   - Title: Data Analysis and Uncertainty --
   - Title: Data Organization and Databases --
   - Title: Descriptive Modeling --
   - Title: Finding Patterns and Rule --
   - Title: Full Contents --
   - Title: Index.
   - Title: Introduction --
   - Title: List of Figures --
   - Title: List of Tables --
   - Title: Measurement and Data --
   - Title: Models and Patterns --
   - Title: Predictive Modeling for Classification --
   - Title: Predictive Modeling for Regression --
   - Title: Preface --
   - Title: References --
   - Title: Retrieval by Content --
   - Title: Score Functions for Data Mining Algorithms --
   - Title: Search and Optimization Methods --
   - Title: Series Foreword --
   - Title: Visualizing and Exploring Data --

Restrictions on Access Note
   - Terms governing access: Access limited to subscribers.
   - Terms governing access: Access restricted to subscribers.
   - Terms governing access: Licensed for access by U. of T. users.

Type of Computer File or Data Note
   - Type of computer file: Text.

Additional Physical Form available Note: Available also in a print ed.

Reproduction Note
   - Type of reproduction: PDF file.

System Details Note: Mode of access: Internet via World Wide Web.Mode of access: Internet.

Issuing Body Note: Digitized and made available by: Books 24x7.com.

Subject Added Entry - Topical Term
   - Topical term or geographic name entry element: Data mining
   - Topical term or geographic name entry element: Data mining.

Added Entry - Personal Name
   - Relator code: aut
   - Personal name: Mannila, Heikki
   - Personal name: Mannila, Heikki.
   - Personal name: Smyth, Padhraic.

Added Entry - Corporate Name
   - Corporate name or jurisdiction name as entry element: Books24x7, Inc.

Holding Institution: BANV-304022


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