Web data mining: exploring hyperlinks, contents, and usage data

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Now in its second, updated edition, this authoritative and coherent text contains a rich blend of theory and practice and covers all the essential concepts and algorithms from relevant fields such as data mining, machine learning, and text processing.

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Title Statements

Full title :Web data mining : exploring hyperlinks, contents, and usage data / Bing Liu.

Summary

Edition Statements

Publication Date:2011.
Edition:2nd ed

Publication Statements

Publisher(s):Springer
Place of Publication:Berlin
Language:eng
Publication Date:2011.

The Physical Object

Description:1 online resource (xx, 622 pages) : : illustrations

Edition Identifiers

ISBN:9783642194603, 3642194605, 9783642194597, 3642194591
DOI:10.1007/978-3-642-19460-3
oclc:ocn745000870
LC Classification:QA76.9.D343
Dewey Decimal:006.3/12

1. Introduction -- Part I: Data Mining Foundations -- 2. Association Rules and Sequential Patterns -- 3. Supervised Learning -- 4. Unsupervised Learning -- 5. Partially Supervised Learning -- Part II: Web Mining -- 6. Information Retrieval and Web Search -- 7. Social Network Analysis -- 8. Web Crawling -- 9. Structured Data Extraction: Wrapper Generation -- 10. Information Integration -- 11. Opinion Mining and Sentiment Analysis -- 12. Web Usage Mining.

Subjects

Applied Statistics artificial intelligence computer sciences computerwetenschappen Data Mining datamining Exploration de données (Informatique) Informatie- en communicatietechnologie … informatieontsluiting informatieopslag Information and Communication Technolog… information retrieval information storage kunstmatige intelligentie patroonherkenning Pattern Recognition Toegepaste statistiek