ISBN:
9783709102947
Language:
English
Pages:
1 online resource (436 pages)
Series Statement:
Lecture Notes in Social Networks Ser. v.v. 1
Parallel Title:
Erscheint auch als
DDC:
302.3
Keywords:
Social networks..
;
Computers ; Social aspects
;
Electronic books
;
Aufsatzsammlung
Abstract:
From Sociology to Computing in Social Networks provides an analysis of social networking and the emerging trends in data mining. Topics include social network modeling, customizable social network infrastructure construction, dynamic growth and evolution patterns identification, and more.
Abstract:
Intro -- Title Page -- Copyright Page -- Table of Contents -- List of Contributors -- Social Networks: A Powerful Model for Serving a Wide Range of Domains -- 1 General Overview -- 2 The need for the Lecture Notes in Social Network Series -- 3 Organization of the Volume -- Section 1: Mining-based Social Network Methods -- Section 2: Dynamics in Soial Network Models -- Section 3: Discovering Structures in Social Networks -- Section 4: Social Media -- Section 5: Software Applications -- Acknowledgements -- References -- Part 1 Mining-based Social Network Methods -- Employing Social Network Construction and Analysis in Web Structure Optimization -- 1 Introduction -- 2 Related Work -- 3 The Proposed Website Analysis Approach -- 3.1 Web Structure Mining -- 3.1.1 Weighted PageRank Based Ranking -- 3.1.2 HITS Based Ranking -- 3.1.3 Social Network Based Ranking -- 3.2 Ranking Pages Based on Web Log Mining -- 3.2.1 Preprocessing: -- 3.2.2 Computing Log Rank Values -- 3.3 Analyzing the Outcome from the First Phase -- 3.3.1 Preprocessing -- 3.3.2 Guideline to Recommendations -- 3.4 Ranking Pages by Employing Web Content Mining -- 3.5 The Relinking Process -- 4 Evaluation of the Proposed Approach -- 5 Summary and Conlusion -- References -- Mining Heterogeneous Social Networks for Egocentric Information Abstraction -- 1 Introduction -- 2 Related Works -- 3 Methodology -- 3.1 Ego-based Feature Extraction -- 3.2 Nodes and Paths Sampling -- 3.3 Information Distilling -- 3.4 Abstracted Graph Construction -- 4 Evaluations -- 4.1 Case Study for a Movie Network -- 4.2 Human Study for Crime Identification -- 5 Discussions -- 6 Conclusions -- References -- PROG: A Complementary Model to the Social Networks for Mining Forums -- 1 Introduction -- 2 Background -- 3 Post-reply Opinion Graph -- 3.1 Properties -- 3.2 Components -- 4 Measures.
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