Document (#37355)

Author

Liu, B.

Title

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

Issue

2nd ed.

Imprint

Heidelberg : Springer

Year

2011

Pages

XX, 622 S

Isbn

978-3-642-19459-7

Series

Data-centric systems and applications

Abstract

Web mining aims to discover useful information and knowledge from the Web hyperlink structure, page contents, and usage data. Although Web mining uses many conventional data mining techniques, it is not purely an application of traditional data mining due to the semistructured and unstructured nature of the Web data and its heterogeneity. It has also developed many of its own algorithms and techniques. Liu has written a comprehensive text on Web data mining. Key topics of structure mining, content mining, and usage mining are covered both in breadth and in depth. His book brings together all the essential concepts and algorithms from related areas such as data mining, machine learning, and text processing to form an authoritative and coherent text. The book offers a rich blend of theory and practice, addressing seminal research ideas, as well as examining the technology from a practical point of view. It is suitable for students, researchers and practitioners interested in Web mining both as a learning text and a reference book. Lecturers can readily use it for classes on data mining, Web mining, and Web search. Additional teaching materials such as lecture slides, datasets, and implemented algorithms are available online.

Content

Inhalt: 1. Introduction 2. Association Rules and Sequential Patterns 3. Supervised Learning 4. Unsupervised Learning 5. Partially Supervised Learning 6. Information Retrieval and Web Search 7. Social Network Analysis 8. Web Crawling 9. Structured Data Extraction: Wrapper Generation 10. Information Integration

Footnote

Elektronische Ausgabe unter: http://springer.r.delivery.net/r/r?2.1.Ee.2Tp.1gd0L5.C3WE8i..N.WdtE.3uq2.bW89MQ%5f%5fCXPUFOH0.

Theme

Data Mining

RSWK

World Wide Web / Data Mining

BK

54.72
06.74
06.70
54.32

DDC

006.312 / DDC22ger
005.7402854678 / DDC22ger
005.72 / DDC22ger

GHBS

TZG (FH K)
TWX (FH GE)

LCC

QA76.9.D343

RVK

ST 530

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