Web communities analysis and construction
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Format: | Buch |
Sprache: | English |
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Berlin [u.a.]
Springer
2006
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MARC
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100 | 1 | |a Zhang, Yanchun |e Verfasser |0 (DE-588)121650057 |4 aut | |
245 | 1 | 0 | |a Web communities |b analysis and construction |c Yanchun Zhang ; Jeffrey Xu Yu ; Jingyu Hou |
264 | 1 | |a Berlin [u.a.] |b Springer |c 2006 | |
300 | |a IX, 187 S. |b Ill., graph. Darst. |c 24 cm | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
500 | |a Literaturverz. S. 173 - 180 | ||
650 | 4 | |a Data mining | |
650 | 4 | |a Text processing (Computer science) | |
650 | 4 | |a Vector spaces | |
650 | 4 | |a Web search engines | |
650 | 4 | |a World Wide Web | |
650 | 0 | 7 | |a Benutzerorientierung |0 (DE-588)4391852-9 |2 gnd |9 rswk-swf |
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700 | 1 | |a Yu, Jeffrey Xu |e Verfasser |4 aut | |
700 | 1 | |a Ho, Jingyu |e Verfasser |0 (DE-588)130863564 |4 aut | |
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Datensatz im Suchindex
DE-19_call_number | 1100/CV 3500 2006 ZWC |
---|---|
DE-19_location | 65 |
DE-BY-UBM_katkey | 3949612 |
DE-BY-UBM_media_number | 41610667320014 |
_version_ | 1823054088673165312 |
adam_text | CONTENTS
PREFACE..................................................................................................XI
1
INTRODUCTION.......................................................................................1
1.1
BACKGROUND.................................................................................1
1.2
WEB
COMMUNITY.........................................................................4
1.3
OUTLINE OF THE
BOOK.....................................................................5
1.4
AUDIENCE OF THE
BOOK..................................................................6
2
PRELIMINARIES
.....................................................................................7
2.1
MATRIX EXPRESSION OF
HYPERLINKS.................................................7
2.2
EIGENVALUE AND EIGENVECTOR OF THE MATRIX
...................................9
2.3
MATRIX NORMS AND THE LIPSCHITZ CONTINUOUS FUNCTION
...............10
2.4
SINGULAR VALUE DECOMPOSITION (SVD) OF A MATRIX......................11
2.5
SIMILARITY IN VECTOR SPACE
MODELS.............................................14
2.6
GRAPH THEORY
BASICS.................................................................14
2.7
INTRODUCTION TO THE MARKOV
MODEL.............................................15
3
HITS AND RELATED
ALGORITHMS..........................................................17
3.1
ORIGINAL
HITS.............................................................................17
3.2
THE STABILITY ISSUES
...................................................................20
3.3
RANDOMIZED
HITS......................................................................22
3.4
SUBSPACE
HITS...........................................................................23
3.5
WEIGHTED
HITS...........................................................................24
3.6
THE VECTOR SPACE MODEL
(VSM).................................................27
3.7
COVER DENSITY RANKING
(CDR)...................................................29
3.8
IN-DEPTH ANALYSIS OF
HITS..........................................................31
3.9
HITS
IMPROVEMENT.....................................................................35
3.10 NOISE PAGE ELIMINATION ALGORITHM BASED ON
SVD......................38
3.11 SALSA (STOCHASTIC
ALGORITHM)....................................................43
4
PAGERANK RELATED
ALGORITHMS........................................................49
4.1
THE ORIGINAL PAGERANK
ALGORITHM.............................................49
4.2
PROBABILISTIC COMBINATION OF LINK AND CONTENT INFORMATION
......53
4.3
TOPIC-SENSITVE
PAGERANK..........................................................56
VIII CONTENTS
4.4
QUADRATIC
EXTRAPOLATION.............................................................58
4.5
EXPLORING THE BLOCK STRUCTURE OF THE WEB FOR COMPUTING
PAGERANK..................................................................................60
4.6
WEB PAGE SCORING SYSTEMS
(WPSS)...........................................64
4.7
THE VOTING
MODEL.....................................................................71
4.8
USING NON-AFFLIATED EXPERTS TO RANK POPULAR TOPICS................75
4.9
A LATENT LINKAGE INFORMATION (LLI) ALGORITHM..........................79
5
AFFINITY AND CO-CITATION ANALYSIS
APPROACHES..............................85
5.1
WEB PAGE SIMILARITY
MEASUREMENT............................................85
5.1.1
PAGE SOURCE
CONSTRUCTION...................................................85
5.1.2
PAGE WEIGHT
DEFINITION.......................................................87
5.1.3
PAGE CORRELATION
MATRIX......................................................89
5.1.4
PAGE
SIMILARITY...................................................................92
5.2
HIERARCHICAL WEB PAGE
CLUSTERING.............................................95
5.3
MATRIX-BASED CLUSTERING ALGORITHMS
.........................................97
5.3.1
SIMILARITY MATRIX
PERMUTATION.............................................97
5.3.2
CLUSTERING ALGORITHM FROM A MATRIX PARTITION......................99
5.3.3
CLUSTER-OVERLAPPING ALGORITHM.........................................
101
5.4
CO-CITATION
ALGORITHMS...........................................................
104
5.4.1
CITATION AND CO-CITATION ANALYSIS.....................................
104
5.4.2
EXTENDED CO-CITATION ALGORITHMS.....................................
106
6
BUILDING A WEB COMMUNITY
.........................................................
111
6.1
WEB
COMMUNITY.....................................................................
111
6.2
SMALL WORLD PHENOMENON ON THE WEB
....................................
113
6.3
TRAWLING THE
WEB....................................................................
115
6.3.1
FINDING WEB COMMUNITIES BASED ON COMPLETE DIRECTED
BIPARTITE GRAPHS
...............................................................
117
6.4
FROM COMPLETE BIPARTITE GRAPH TO DENSE DIRECTED
BIPARTITE
GRAPH........................................................................
118
6.4.1
THE
ALGORITHM..................................................................
119
6.5
MAXIMUM FLOW
APPROACHES....................................................
123
6.5.1
MAXIMUM FLOW AND MINIMUM CUT...................................
124
6.5.2
FLG
APPROACH...................................................................
125
6.5.3
IK APPROACH
.....................................................................
129
6.6
WEB COMMUNITY
CHARTS..........................................................
133
6.6.1
THE
ALGORITHM..................................................................
135
6.7
FROM WEB COMMUNITY CHART TO WEB COMMUNITY EVOLUTION...
138
6.8
UNIQUENESS OF A WEB
COMMUNITY............................................
141
7
WEB COMMUNITY RELATED
TECHNIQUES..........................................
145
IX
7.1
WEB COMMUNITY AND WEB USAGE MINING................................
145
7.2
DISCOVERING WEB COMMUNITIES USING CO-OCCURRENCE..............
147
7.3
FINDING HIGH-LEVEL WEB COMMUNITIES
...................................
149
7.4
WEB COMMUNITY AND FORMAL CONCEPT ANALYSIS.......................
151
7.4.1
FORMAL CONCEPT
ANALYSIS..................................................
152
7.4.2
FROM CONCEPTS TO WEB COMMUNITIES................................
152
7.5
GENERATING WEB GRAPHS WITH EMBEDDED WEB COMMUNITIES....
155
7.6
MODELING WEB COMMUNITIES USING GRAPH GRAMMARS
.............
157
7.7
GEOGRAPHICAL SCOPES OF WEB RESOURCES
..................................
158
7.7.1
TWO CONDITIONS: FRACTION AND UNIFORMITY.........................
159
7.7.2
GEOGRAPHICAL SCOPE ESTIMATION
........................................
161
7.8
DISCOVERING UNEXPECTED INFORMATION FROM COMPETITORS..........
161
7.9
PROBABILISTIC LATENT SEMANTIC ANALYSIS APPROACH....................
164
7.9.1
USAGE DATA AND THE PLSA MODEL.......................................
165
7.9.2
DISCOVERING USAGE-BASED WEB PAGE CATEGORIES...............
167
8
CONCLUSIONS....................................................................................
169
8.1
SUMMARY.................................................................................
169
8.2
FUTURE
DIRECTIONS.....................................................................
171
REFERENCES
..........................................................................................
173
INDEX...................................................................................................
181
ABOUT THE
AUTHORS..............................................................................
185
|
any_adam_object | 1 |
author | Zhang, Yanchun Yu, Jeffrey Xu Ho, Jingyu |
author_GND | (DE-588)121650057 (DE-588)130863564 |
author_facet | Zhang, Yanchun Yu, Jeffrey Xu Ho, Jingyu |
author_role | aut aut aut |
author_sort | Zhang, Yanchun |
author_variant | y z yz j x y jx jxy j h jh |
building | Verbundindex |
bvnumber | BV021602691 |
callnumber-first | T - Technology |
callnumber-label | TK5105 |
callnumber-raw | TK5105.884 |
callnumber-search | TK5105.884 |
callnumber-sort | TK 45105.884 |
callnumber-subject | TK - Electrical and Nuclear Engineering |
classification_rvk | CV 3500 ST 205 |
ctrlnum | (OCoLC)63127364 (DE-599)BVBBV021602691 |
dewey-full | 005.75/8 |
dewey-hundreds | 000 - Computer science, information, general works |
dewey-ones | 005 - Computer programming, programs, data, security |
dewey-raw | 005.75/8 |
dewey-search | 005.75/8 |
dewey-sort | 15.75 18 |
dewey-tens | 000 - Computer science, information, general works |
discipline | Allgemeines Informatik Psychologie |
format | Book |
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id | DE-604.BV021602691 |
illustrated | Illustrated |
indexdate | 2025-02-03T17:14:18Z |
institution | BVB |
isbn | 9783540277378 3540277374 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-014818004 |
oclc_num | 63127364 |
open_access_boolean | |
owner | DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-83 DE-M347 |
owner_facet | DE-473 DE-BY-UBG DE-19 DE-BY-UBM DE-83 DE-M347 |
physical | IX, 187 S. Ill., graph. Darst. 24 cm |
publishDate | 2006 |
publishDateSearch | 2006 |
publishDateSort | 2006 |
publisher | Springer |
record_format | marc |
spellingShingle | Zhang, Yanchun Yu, Jeffrey Xu Ho, Jingyu Web communities analysis and construction Data mining Text processing (Computer science) Vector spaces Web search engines World Wide Web Benutzerorientierung (DE-588)4391852-9 gnd Datenbanksystem (DE-588)4113276-2 gnd Content Management (DE-588)4673954-3 gnd Web-Seite (DE-588)4356308-9 gnd Information-Retrieval-System (DE-588)4670557-0 gnd Zugriff (DE-588)4127320-5 gnd Information Retrieval (DE-588)4072803-1 gnd World Wide Web (DE-588)4363898-3 gnd Suchmaschine (DE-588)4423007-2 gnd Datenintegration (DE-588)4197730-0 gnd Hyperlink (DE-588)4617682-2 gnd |
subject_GND | (DE-588)4391852-9 (DE-588)4113276-2 (DE-588)4673954-3 (DE-588)4356308-9 (DE-588)4670557-0 (DE-588)4127320-5 (DE-588)4072803-1 (DE-588)4363898-3 (DE-588)4423007-2 (DE-588)4197730-0 (DE-588)4617682-2 |
title | Web communities analysis and construction |
title_auth | Web communities analysis and construction |
title_exact_search | Web communities analysis and construction |
title_full | Web communities analysis and construction Yanchun Zhang ; Jeffrey Xu Yu ; Jingyu Hou |
title_fullStr | Web communities analysis and construction Yanchun Zhang ; Jeffrey Xu Yu ; Jingyu Hou |
title_full_unstemmed | Web communities analysis and construction Yanchun Zhang ; Jeffrey Xu Yu ; Jingyu Hou |
title_short | Web communities |
title_sort | web communities analysis and construction |
title_sub | analysis and construction |
topic | Data mining Text processing (Computer science) Vector spaces Web search engines World Wide Web Benutzerorientierung (DE-588)4391852-9 gnd Datenbanksystem (DE-588)4113276-2 gnd Content Management (DE-588)4673954-3 gnd Web-Seite (DE-588)4356308-9 gnd Information-Retrieval-System (DE-588)4670557-0 gnd Zugriff (DE-588)4127320-5 gnd Information Retrieval (DE-588)4072803-1 gnd World Wide Web (DE-588)4363898-3 gnd Suchmaschine (DE-588)4423007-2 gnd Datenintegration (DE-588)4197730-0 gnd Hyperlink (DE-588)4617682-2 gnd |
topic_facet | Data mining Text processing (Computer science) Vector spaces Web search engines World Wide Web Benutzerorientierung Datenbanksystem Content Management Web-Seite Information-Retrieval-System Zugriff Information Retrieval Suchmaschine Datenintegration Hyperlink |
url | http://deposit.dnb.de/cgi-bin/dokserv?id=2668798&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=014818004&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT zhangyanchun webcommunitiesanalysisandconstruction AT yujeffreyxu webcommunitiesanalysisandconstruction AT hojingyu webcommunitiesanalysisandconstruction |