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Main Author:	Shen, Hua-Wei (Author)
Format:	Book
Language:	English
Published:	Berlin [u.a.] Springer 2013
Series:	Springer theses - recognizing outstanding Ph.D. research
Subjects:	Social Media Komplexes System Netzwerk > Graphentheorie Mathematisches Modell Heterogenes Netzwerk Hochschulschrift
Links:	http://deposit.dnb.de/cgi-bin/dokserv?id=4059554&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025300956&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	XIV, 117 S. Ill., graph. Darst.
ISBN:	3642318207 9783642318207

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Record in the Search Index

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adam_text	IMAGE 1 CONTENTS 1 COMMUNITY STRUCTURE: AN INTRODUCTION 1 1.1 NETWORK SCIENCE: AN EMERGING DISCIPLINE 1 1.2 COMMUNITY STRUCTURE: AN SALIENT STRUCTURAL CHARACTERISTIC O F NETWORKS 2 1.3 A BRIEF REVIEW FOR COMMUNITY DETECTION 3 1.3.1 WHAT IS A COMMUNITY? 4 1.3.2 COMMUNITY DETECTION 6 1.3.3 COMMUNITY VALIDITY 11 1.4 CONCLUDING REMARKS 14 REFERENCES 14 2 DETECTING THE OVERLAPPING AND HIERARCHICAL COMMUNITY STRUCTURE IN NETWORKS 19 2.1 INTRODUCTION 19 2.2 EAGLE: DETECTING THE OVERLAPPING AND HIERARCHICAL COMMUNITY STRUCTURE 21 2.2.1 THE ALGORITHM 21 2.2.2 APPLICATIONS 25 2.3 EXTENDING MODULARITY TO QUANTIFY THE OVERLAPPING COMMUNITY STRUCTURE 2 9 2.3.1 QUANTIFYING THE OVERLAPPING COMMUNITY STRUCTURE . . . . 30 2.3.2 IDENTIFYING THE OVERLAPPING COMMUNITY STRUCTURE 32 2.3.3 DISCUSSIONS 36 2.3.4 RESULTS 37 2.4 CONCLUSIONS AND DISCUSSIONS 42 REFERENCES 4 2 3 MULTISCALE COMMUNITY DETECTION IN NETWORKS WITH HETEROGENEOUS DEGREE DISTRIBUTIONS 45 3.1 INTRODUCTION 4 5 3.2 PRELIMINARIES 4 6 3.2.1 PRINCIPAL COMPONENT ANALYSIS 4 6 X I I I HTTP://D-NB.INFO/1023448033 IMAGE 2 XIV CONTENTS 3.2.2 GRAPH PARTITIONING AND THE LAPLACIAN MATRIX 48 3.2.3 COMMUNITY STRUCTURE AND THE MODULARITY MATRIX 4 9 3.3 FRAMEWORK FOR DETECTING MULTISCALE COMMUNITY STRUCTURE . . . . 5 0 3.3.1 OUR FRAMEWORK 51 3.3.2 COVARIANCE MATRICES O F NETWORKS 51 3.3.3 DETECTION O F COMMUNITY STRUCTURE AS PCA 53 3.3.4 DETECTION O F MULTISCALE COMMUNITY STRUCTURE 56 3.4 HETEROGENEITY PROBLEM AND THE RESCALING TRANSFORMATION 6 0 3.5 EXPERIMENTAL RESULTS 62 3.5.1 TESTS ON SYNTHETIC BENCHMARK NETWORKS 63 3.5.2 TESTS ON REAL WORLD NETWORKS 66 3.6 CONCLUSIONS 69 REFERENCES 69 4 COMMUNITY STRUCTURE AND DIFFUSION DYNAMICS ON NETWORKS 7 3 4.1 INTRODUCTION 73 4.2 DIFFUSION DYNAMICS ON NETWORKS 74 4.2.1 DIFFUSION PROCESS ON NETWORKS 74 4.2.2 NETWORK CONDUCTANCE AND COMMUNITY STRUCTURE 78 4.3 COMPARATIVE ANALYSIS O F SPECTRAL METHODS FOR COMMUNITY DETECTION 81 4.3.1 THE MATRICES FOR SPECTRAL ANALYSIS 82 4.3.2 TESTS ON BENCHMARK NETWORKS 88 4.4 CONCLUSIONS 9 0 REFERENCES 91 5 EXPLORATORY ANALYSIS O F THE STRUCTURAL REGULARITIES IN NETWORKS . . 93 5.1 INTRODUCTION 93 5.2 REGULARITY EXPLORATION IN NETWORKS WITH ONLY POSITIVE LINKS . . . 9 4 5.2.1 BACKGROUND 94 5.2.2 THE STOCHASTIC BLOCKMODEL 95 5.2.3 COMPARISON WITH OTHER MODELS 99 5.2.4 EXPERIMENTAL RESULTS 101 5.2.5 SUMMARY 105 5.3 REGULARITY EXPLORATION IN SIGNED NETWORKS 105 5.3.1 BACKGROUND 106 5.4 EXTENDED MIXTURE MODEL FOR NETWORK EXPLORATION 106 5.4.1 COMPARISON WITH OTHER MODELS 110 5.4.2 EXPERIMENTAL RESULTS I L L 5.5 CONCLUSIONS 115 REFERENCES 116
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author	Shen, Hua-Wei
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spellingShingle	Shen, Hua-Wei Community structure of complex networks Social Media (DE-588)4639271-3 gnd Komplexes System (DE-588)4114261-5 gnd Netzwerk Graphentheorie (DE-588)4705155-3 gnd Mathematisches Modell (DE-588)4114528-8 gnd Heterogenes Netzwerk (DE-588)4620176-2 gnd
subject_GND	(DE-588)4639271-3 (DE-588)4114261-5 (DE-588)4705155-3 (DE-588)4114528-8 (DE-588)4620176-2 (DE-588)4113937-9
title	Community structure of complex networks
title_auth	Community structure of complex networks
title_exact_search	Community structure of complex networks
title_full	Community structure of complex networks Hua-Wei Shen
title_fullStr	Community structure of complex networks Hua-Wei Shen
title_full_unstemmed	Community structure of complex networks Hua-Wei Shen
title_short	Community structure of complex networks
title_sort	community structure of complex networks
topic	Social Media (DE-588)4639271-3 gnd Komplexes System (DE-588)4114261-5 gnd Netzwerk Graphentheorie (DE-588)4705155-3 gnd Mathematisches Modell (DE-588)4114528-8 gnd Heterogenes Netzwerk (DE-588)4620176-2 gnd
topic_facet	Social Media Komplexes System Netzwerk Graphentheorie Mathematisches Modell Heterogenes Netzwerk Hochschulschrift
url	http://deposit.dnb.de/cgi-bin/dokserv?id=4059554&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025300956&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT shenhuawei communitystructureofcomplexnetworks

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