Modeling and data mining in blogosphere:
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 opinio...
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
[San Rafael, Calif.]
Morgan & Claypool
2009
|
| Schriftenreihe: | Synthesis lectures on data mining and knowledge discovery
1 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Inhaltsverzeichnis |
| Zusammenfassung: | 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. |
| Beschreibung: | Includes bibliographical references (p. 87 - 93) and index |
| Beschreibung: | X, 101 S. graph. Darst. |
| ISBN: | 1598299085 9781598299083 |
Internformat
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Datensatz im Suchindex
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| adam_text | MODELING AND DATA MINING IN BLOGOSPHERE NI 6NA2: 11 LN 11 I..,)
UNIVCR,IRV NFARKAMAS AT LINK ROCK IIUAN LIU ARIZORU SR:HC L.JNLVCRSIRV
S}WTHESIS LECTURES ON 1),,1 TA AHNINGAND KNOWLEDGE DISCOVERY #1 CONTENTS
ACKNOWLCDGMENTS , .. XI 1 VLODCLING BLOGOSPHCRE 1 1.1 MODELING
ESSENTIALS 2 1.2 PREFERENTIAL ATTACHMENT BLOG MODELS 8 1.2.1 LOG-NORMAL
DISTRIBUTION MODELS 12 V 2 BIO;,; CLUSTERIN,:,: AMI COMMUNITY DISCOVCR;;
15 2.1 GRAPH BASED APPROACH 17 2.2 CONTENT BASED APPROACH 21 2.3 HYBRID
APPROACH 24 3 INH UENCE AND TRUST 27 3.1 INFLUENCE 27 3.1.1 GRAPH BASED
APPROACH 30 3.1.2 CONTENT BASED APPROACH 33 3.1.3 HYBRID APPROACH 34
3.1.4 BLOG LEADERS 40 3.2 TRUST 40 3.2.1 TRUST COMPUTATION 41 3.2.2
TRUST PROPAGATION 43 4 SP;HTI FILTCRING IN BI,)GOSPHERC ..:15 4.1 GRAPH
BASED APPROACH 47 4.2 CONTENT BASED APPROACH 49 4.3 HYBRID APPROACH 51 5
DATA COLLCCTION AND EVALUATION 53 COXTENTS 5.1 DATA COLLECTION , 53
5.1.1 API 53 5.1.2 WEB CRAWLER 56 5.1.3 AVAILABLE DATASETS 58 5.1.4 DATA
PREPROCESSING 59 5.2 EVALUATION 60 5.2.1 BLOG MODELING 61 5.2.2 BLAG
CLUSTERING AND COMMUNITY DISCOVERY 61 5.2.3 INFLUENCE AND TRUST 64 5.2.4
SPAM 68 J TOULS IN BLUEG )SPHERE 71 B API EXJMPLCS .79 BIHLIOGRAPHY .
. . . . . . . . . . . . . . . . . . . . .. . S7 SSIOGRAPHY . . 95 IND,:X
97
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| any_adam_object | 1 |
| author | Agarwal, Nitin Liu, Huan 1958- |
| author_GND | (DE-588)138749361 (DE-588)138749736 |
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| bvnumber | BV035722889 |
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| dewey-full | 004 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 004 - Computer science |
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| discipline | Informatik |
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| id | DE-604.BV035722889 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T21:51:59Z |
| institution | BVB |
| isbn | 1598299085 9781598299083 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017999627 |
| oclc_num | 300408032 |
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| owner_facet | DE-12 |
| physical | X, 101 S. graph. Darst. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Morgan & Claypool |
| record_format | marc |
| series | Synthesis lectures on data mining and knowledge discovery |
| series2 | Synthesis lectures on data mining and knowledge discovery |
| spelling | Agarwal, Nitin Verfasser (DE-588)138749361 aut Modeling and data mining in blogosphere Nitin Agarwal ; Huan Liu [San Rafael, Calif.] Morgan & Claypool 2009 X, 101 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Synthesis lectures on data mining and knowledge discovery 1 Includes bibliographical references (p. 87 - 93) and index 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. Blogs Data mining Weblog (DE-588)4678688-0 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Mathematische Modellierung (DE-588)7651795-0 gnd rswk-swf Weblog (DE-588)4678688-0 s Data Mining (DE-588)4428654-5 s DE-604 Mathematische Modellierung (DE-588)7651795-0 s b DE-604 Liu, Huan 1958- Verfasser (DE-588)138749736 aut Erscheint auch als Online-Ausgabe 978-1-598-29909-0 Synthesis lectures on data mining and knowledge discovery 1 (DE-604)BV035791445 1 http://www.gbv.de/dms/weimar/toc/591493802_toc.pdf lizenzfrei Inhaltsverzeichnis GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017999627&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Agarwal, Nitin Liu, Huan 1958- Modeling and data mining in blogosphere Synthesis lectures on data mining and knowledge discovery Blogs Data mining Weblog (DE-588)4678688-0 gnd Data Mining (DE-588)4428654-5 gnd Mathematische Modellierung (DE-588)7651795-0 gnd |
| subject_GND | (DE-588)4678688-0 (DE-588)4428654-5 (DE-588)7651795-0 |
| title | Modeling and data mining in blogosphere |
| title_auth | Modeling and data mining in blogosphere |
| title_exact_search | Modeling and data mining in blogosphere |
| title_full | Modeling and data mining in blogosphere Nitin Agarwal ; Huan Liu |
| title_fullStr | Modeling and data mining in blogosphere Nitin Agarwal ; Huan Liu |
| title_full_unstemmed | Modeling and data mining in blogosphere Nitin Agarwal ; Huan Liu |
| title_short | Modeling and data mining in blogosphere |
| title_sort | modeling and data mining in blogosphere |
| topic | Blogs Data mining Weblog (DE-588)4678688-0 gnd Data Mining (DE-588)4428654-5 gnd Mathematische Modellierung (DE-588)7651795-0 gnd |
| topic_facet | Blogs Data mining Weblog Data Mining Mathematische Modellierung |
| url | http://www.gbv.de/dms/weimar/toc/591493802_toc.pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017999627&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV035791445 |
| work_keys_str_mv | AT agarwalnitin modelinganddatamininginblogosphere AT liuhuan modelinganddatamininginblogosphere |