| Description |
1 online resource (xxxv, 1383 pages) : illustrations |
| Contents |
Preliminary; Introduction to Knowledge Discovery in Databases; Data Cleansing; Handling Missing Attribute Values; Geometric Methods for Feature Extraction and Dimensional Reduction; Dimension Reduction and Feature Selection; Discretization Methods; Outlier Detection; Introduction to Supervised Methods; Decision Trees; Bayesian Networks; Data Mining within a Regression Framework; Support Vector Machines; Rule Induction; Visualization and Data Mining for High Dimensional Datasets; Clustering Methods; Association Rules; Frequent Set Mining; Constraint-Based Data Mining; Link Analysis |
| Summary |
"Data Mining and Knowledge Discovery Handbook organizes all major concepts, theories, methodologies, trends, challenges and applications of data mining (DM) and knowledge discovery in databases (KDD) into a coherent and unified repository." "Data Mining and Knowledge Discovery Handboook is designer for research scientists and graduate-level students in computer science and engineering. This book is also suitable for professionals in fields such as computing applications, information systems management, and strategic research management."--Jacket |
| Bibliography |
Includes bibliographical references and index |
| Notes |
Master and use copy. Digital master created according to Benchmark for Faithful Digital Reproductions of Monographs and Serials, Version 1. Digital Library Federation, December 2002. http://purl.oclc.org/DLF/benchrepro0212 MiAaHDL |
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digitized 2010 HathiTrust Digital Library committed to preserve MiAaHDL pda |
| In |
Springer e-books |
| Subject |
Data mining -- Handbooks, manuals, etc
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Knowledge acquisition (Expert systems) -- Handbooks, manuals, etc
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COMPUTERS -- Database Management -- Data Mining.
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Computer science.
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Data transmission systems.
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Database management.
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Information storage and retrieval systems.
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Multimedia systems.
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Computer Communication Networks.
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Data Storage Representation.
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Information Storage and Retrieval.
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Input/Output and Data Communications.
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Multimedia Information Systems.
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Informatique.
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Data mining
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Knowledge acquisition (Expert systems)
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| Genre/Form |
Electronic books
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handbooks.
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Handbooks and manuals
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Handbooks and manuals.
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Guides et manuels.
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| Form |
Electronic book
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| Author |
Maimon, Oded.
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Rokach, Lior.
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| ISBN |
9780387254654 |
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038725465X |
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1280610751 |
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9781280610752 |
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0387244352 |
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9780387244358 |
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