Modeling and data mining in blogosphere

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December 4, 2022 | History

Modeling and data mining in blogosphere

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This book offers a comprehensive overview of the various concepts and research issues about blogs or weblogs. It introduces techniques and approaches, tools and applications, and evaluation methodologies with examples and case studies. Blogs allow people to express their thoughts, voice their opinions, and share their experiences and ideas. Blogs also facilitate interactions among individuals creating a network with unique characteristics. Through the interactions individuals experience a sense of community.We elaborate on approaches that extract communities and cluster blogs based on information of the bloggers. Open standards and low barrier to publication in Blogosphere have transformed information consumers to producers, generating an overwhelming amount of ever-increasing knowledge about the members, their environment and symbiosis.We elaborate on approaches that sift through humongous blog data sources to identify influential and trustworthy bloggers leveraging content and network information. Spam blogs or splogs is an increasing concern in Blogosphere, which is discussed in detail with the approaches leveraging supervised machine learning algorithms and interaction patterns.We elaborate on data collection procedures, provide resources for blog data repositories, mention various visualization and analysis tools in Blogosphere, and explain conventional and novel evaluation methodologies, to help perform research in the Blogosphere. The book is supported by additional material, including lecture slides as well as the complete set of figures used in the book, and the reader is encouraged to visit the book website for the latest information: http://tinyurl.com/mcp-agarwal.

Publish Date
Language
English

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Previews available in: English

Edition Availability
Cover of: Modeling and Data Mining in Blogosphere
Modeling and Data Mining in Blogosphere
2009, Springer International Publishing AG
in English
Cover of: Modeling and data mining in blogosphere
Modeling and data mining in blogosphere
2009, Morgan & Claypool Publishers
electronic resource / in English

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Book Details


Table of Contents

Modeling blogosphere
Modeling essentials
Preferential attachment blog models
Log-normal distribution models
Blog clustering and community discovery
Graph based approach
Content based approach
Hybrid approach
Influence and trust
Influence
Graph based approach
Content based approach
Hybrid approach
Blog leaders
Trust
Trust computation
Trust propagation
Spam filtering in blogosphere
Graph based approach
Content based approach
Hybrid approach
Data collection and evaluation
Data collection
API
Web crawler
Available datasets
Data preprocessing
Evaluation
Blog modeling
Blog clustering and community discovery
Influence and trust
Spam
Tools in blogosphere
API examples.

Edition Notes

Part of: Synthesis digital library of engineering and computer science.

Title from PDF t.p. (viewed on August 9, 2009).

Series from website.

Includes bibliographical references (p. 87-93) and index.

Abstract freely available; full-text restricted to subscribers or individual document purchasers.

Also available in print.

Mode of access: World Wide Web.

System requirements: Adobe Acrobat reader.

Published in
San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA)
Series
Synthesis lectures on data mining and knowledge discovery -- # 1
Other Titles
Synthesis digital library of engineering and computer science.

Classifications

Dewey Decimal Class
006.7
Library of Congress
TK5105.8884 .A324 2009, ZA4480

The Physical Object

Format
[electronic resource] /

ID Numbers

Open Library
OL27075356M
Internet Archive
modelingdatamini00liuh
ISBN 13
9781598299090, 9781598299083
OCLC/WorldCat
428593773

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History

Download catalog record: RDF / JSON / OPDS | Wikipedia citation
December 4, 2022 Edited by ImportBot import existing book
October 28, 2022 Edited by ImportBot import existing book
June 18, 2022 Edited by ImportBot import existing book
February 25, 2022 Edited by ImportBot import existing book
July 5, 2019 Created by MARC Bot Imported from Internet Archive item record