Web information retrieval:
Gespeichert in:
| Beteiligte Personen: | , , , , , |
|---|---|
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2013
|
| Schriftenreihe: | Data-centric systems and applications
|
| Schlagwörter: | |
| Links: | http://deposit.dnb.de/cgi-bin/dokserv?id=4369886&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=026744264&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Umfang: | XIV, 284 Seiten Ill., graph. Darst. |
| ISBN: | 3642393136 9783642393136 |
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Datensatz im Suchindex
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|---|---|
| DE-BY-TUM_katkey | 2304245 |
| DE-BY-TUM_location | 01 |
| DE-BY-TUM_media_number | 040008683407 |
| _version_ | 1821934260389412864 |
| adam_text | CONTENTS
PART I PRINCIPLES OF INFORMATION RETRIEVAL
1 AN INTRODUCTION TO INFORMATION RETRIEVAL 3
1.1 WHAT IS INFORMATION RETRIEVAL? 3
1.1.1 DEFINING RELEVANCE 4
1.1.2 DEALING WITH LARGE, UNSTRUCTURED DATA COLLECTIONS . ... 4
1.1.3 FORMAL CHARACTERIZATION 5
1.1.4 TYPICAL INFORMATION RETRIEVAL TASKS 5
1.2 EVALUATING AN INFORMATION RETRIEVAL SYSTEM 6
1.2.1 ASPECTS OF INFORMATION RETRIEVAL EVALUATION 6
1.2.2 PRECISION, RECALL, AND THEIR TRADE-OFFS 7
1.2.3 RANKED RETRIEVAL 9
1.2.4 STANDARD TEST COLLECTIONS 10
1.3 EXERCISES 11
2 THE INFORMATION RETRIEVAL PROCESS 13
2.1 A BIRD S EYE VIEW 13
2.1.1 LOGICAL VIEW OF DOCUMENTS 14
2.1.2 INDEXING PROCESS 15
2.2 A CLOSER LOOK AT TEXT 15
2.2.1 TEXTUAL OPERATIONS 16
2.2.2 EMPIRICAL LAWS ABOUT TEXT 18
2.3 DATA STRUCTURES FOR INDEXING 19
2.3.1 INVERTED INDEXES 20
2.3.2 DICTIONARY COMPRESSION 21
2.3.3 B AND B+ TREES 23
2.3.4 EVALUATION OF B AND B+TREES 25
2.4 EXERCISES 25
3 INFORMATION RETRIEVAL MODELS 27
3.1 SIMILARITY AND MATCHING STRATEGIES 27
3.2 BOOLEAN MODEL 28
IX
HTTP://D-NB.INFO/1036325261
X CONTENTS
3.2.1 EVALUATING BOOLEAN SIMILARITY 28
3.2.2 EXTENSIONS AND LIMITATIONS OF THE BOOLEAN MODEL .... 29
3.3 VECTOR SPACE MODEL 30
3.3.1 EVALUATING VECTOR SIMILARITY 30
3.3.2 WEIGHTING SCHEMES AND
TF
X
IDF
31
3.3.3 EVALUATION OF THE VECTOR SPACE MODEL 32
3.4 PROBABILISTIC MODEL 32
3.4.1 BINARY INDEPENDENCE MODEL 33
3.4.2 BOOTSTRAPPING RELEVANCE ESTIMATION 34
3.4.3 ITERATIVE REFINEMENT AND RELEVANCE FEEDBACK 35
3.4.4 EVALUATION OF THE PROBABILISTIC MODEL 36
3.5 EXERCISES 36
4 CLASSIFICATION AND CLUSTERING 39
4.1 ADDRESSING INFORMATION OVERLOAD WITH MACHINE LEARNING .... 39
4.2 CLASSIFICATION 40
4.2.1 NAIVE BAYES CLASSIFIERS 41
4.2.2 REGRESSION CLASSIFIERS 42
4.2.3 DECISION TREES 43
4.2.4 SUPPORT VECTOR MACHINES 44
4.3 CLUSTERING 45
4.3.1 DATA PROCESSING 46
4.3.2 SIMILARITY FUNCTION SELECTION 46
4.3.3 CLUSTER ANALYSIS 48
4.3.4 CLUSTER VALIDATION 51
4.3.5 LABELING 52
4.4 APPLICATION SCENARIOS FOR CLUSTERING 53
4.4.1 SEARCH RESULTS CLUSTERING 53
4.4.2 DATABASE CLUSTERING 55
4.5 EXERCISES 56
5 NATURAL LANGUAGE PROCESSING FOR SEARCH 57
5.1 CHALLENGES OF NATURAL LANGUAGE PROCESSING 57
5.1.1 DEALING WITH AMBIGUITY 58
5.1.2 LEVERAGING PROBABILITY 58
5.2 MODELING NATURAL LANGUAGE TASKS WITH MACHINE LEARNING .... 59
5.2.1 LANGUAGE MODELS 59
5.2.2 HIDDEN MARKOV MODELS 60
5.2.3 CONDITIONAL RANDOM FIELDS 60
5.3 QUESTION ANSWERING SYSTEMS 61
5.3.1 WHAT IS QUESTION ANSWERING? 61
5.3.2 QUESTION ANSWERING PHASES 62
5.3.3 DEEP QUESTION ANSWERING 64
5.3.4 SHALLOW SEMANTIC STRUCTURES FOR TEXT REPRESENTATION . . . 66
5.3.5 ANSWER RERANKING 67
5.4 EXERCISES 68
CONTENTS XI
PART II INFORMATION RETRIEVAL FOR THE WEB
6 SEARCH ENGINES 71
6.1 THE SEARCH CHALLENGE 71
6.2 A BRIEF HISTORY OF SEARCH ENGINES 72
6.3 ARCHITECTURE AND COMPONENTS 74
6.4 CRAWLING 75
6.4.1 CRAWLING PROCESS 76
6.4.2 ARCHITECTURE OF WEB CRAWLERS 78
6.4.3 DNS RESOLUTION AND URL FILTERING 80
6.4.4 DUPLICATE ELIMINATION 80
6.4.5 DISTRIBUTION AND PARALLELIZATION 81
6.4.6 MAINTENANCE OF THE URL FRONTIER 82
6.4.7 CRAWLING DIRECTIVES 84
6.5 INDEXING 85
6.5.1 DISTRIBUTED INDEXING 87
6.5.2 DYNAMIC INDEXING 88
6.5.3 CACHING 89
6.6 EXERCISES 90
7 LINK ANALYSIS 91
7.1 THE WEB GRAPH 91
7.2 LINK-BASED RANKING 93
7.3 PAGERANK 94
7.3.1 RANDOM SURFER INTERPRETATION 96
7.3.2 MANAGING DANGLING NODES 97
7.3.3 MANAGING DISCONNECTED GRAPHS 99
7.3.4 EFFICIENT COMPUTATION OF THE PAGERANK VECTOR 100
7.3.5 USE OF PAGERANK IN GOOGLE 101
7.4 HYPERTEXT-INDUCED TOPIC SEARCH (HITS) 101
7.4.1 BUILDING THE QUERY-INDUCED NEIGHBORHOOD GRAPH .... 102
7.4.2 COMPUTING THE HUB AND AUTHORITY SCORES 103
7.4.3 UNIQUENESS OF HUB AND AUTHORITY SCORES 107
7.4.4 ISSUES IN HITS APPLICATION 108
7.5 ON THE VALUE OF LINK-BASED ANALYSIS 109
7.6 EXERCISES 110
8 RECOMMENDATION AND DIVERSIFICATION FOR THE WEB ILL
8.1 PRUNING INFORMATION ILL
8.2 RECOMMENDATION SYSTEMS 112
8.2.1 USER PROFILING 112
8.2.2 TYPES OF RECOMMENDER SYSTEMS 113
8.2.3 CONTENT-BASED RECOMMENDATION TECHNIQUES 113
8.2.4 COLLABORATIVE FILTERING TECHNIQUES 114
8.3 RESULT DIVERSIFICATION 116
8.3.1 SCOPE 116
8.3.2 DIVERSIFICATION DEFINITION 116
XII CONTENTS
8.3.3 DIVERSITY CRITERIA 117
8.3.4 BALANCING RELEVANCE AND DIVERSITY 117
8.3.5 DIVERSIFICATION APPROACHES 118
8.3.6 MULTI-DOMAIN DIVERSIFICATION 119
8.4 EXERCISES 120
9 ADVERTISING IN SEARCH 121
9.1 WEB MONETIZATION 121
9.2 ADVERTISING ON THE WEB 121
9.3 TERMINOLOGY OF ONLINE ADVERTISING . . . 124
9.4 AUCTIONS 125
9.4.1 FIRST-PRICE AUCTIONS 126
9.4.2 SECOND-PRICE AUCTIONS 127
9.5 PRAGMATIC DETAILS OF AUCTION IMPLEMENTATION 129
9.6 FEDERATED ADVERTISING 130
9.7 EXERCISES 132
PART III ADVANCED ASPECTS OF WEB SEARCH
10 PUBLISHING DATA ON THE WEB 137
10.1 OPTIONS FOR PUBLISHING DATA ON THE WEB 137
10.2 THE DEEP WEB 139
10.3 WEB APIS 142
10.4 MICROFORMATS 145
10.5 RDFA 148
10.6 LINKED DATA 152
10.7 CONCLUSION AND OUTLOOK 156
10.8 EXERCISES 158
11 META-SEARCH AND MULTI-DOMAIN SEARCH 161
11.1 INTRODUCTION AND MOTIVATION 161
11.2 TOP-/: QUERY PROCESSING OVER DATA SOURCES 162
11.2.1 OID-BASED PROBLEM 163
11.2.2 ATTRIBUTE-BASED PROBLEM 166
11.3 META-SEARCH 168
11.4 MULTI-DOMAIN SEARCH 171
11.4.1 SERVICE REGISTRATION 171
11.4.2 PROCESSING MULTI-DOMAIN QUERIES 173
11.4.3 EXPLORATORY SEARCH 175
11.4.4 DATA VISUALIZATION 177
11.5 EXERCISES 178
12 SEMANTIC SEARCH 181
12.1 UNDERSTANDING SEMANTIC SEARCH 181
12.2 SEMANTIC MODEL 184
12.3 RESOURCES 188
12.3.1 SYSTEM PERSPECTIVE 188
CONTENTS XIII
12.3.2 USER PERSPECTIVE 190
12.4 QUERIES 190
12.4.1 USER PERSPECTIVE 192
12.4.2 SYSTEM PERSPECTIVE 192
12.4.3 QUERY TRANSLATION AND PRESENTATION 194
12.5 SEMANTIC MATCHING 195
12.6 CONSTRUCTING THE SEMANTIC MODEL 198
12.7 SEMANTIC RESOURCES ANNOTATION 202
12.8 CONCLUSIONS AND OUTLOOK 204
12.9 EXERCISES 205
13 MULTIMEDIA SEARCH 207
13.1 MOTIVATIONS AND CHALLENGES OF MULTIMEDIA SEARCH 207
13.1.1 REQUIREMENTS AND APPLICATIONS 207
13.1.2 CHALLENGES 209
13.2 MIR ARCHITECTURE 211
13.2.1 CONTENT PROCESS 213
13.2.2 QUERY PROCESS 214
13.3 MIR METADATA 216
13.4 MIR CONTENT PROCESSING 217
13.5 RESEARCH PROJECTS AND COMMERCIAL SYSTEMS 218
13.5.1 RESEARCH PROJECTS 218
13.5.2 COMMERCIAL SYSTEMS 220
13.6 EXERCISES 221
14 SEARCH PROCESS AND INTERFACES 223
14.1 SEARCH PROCESS 223
14.2 INFORMATION SEEKING PARADIGMS 225
14.3 USER INTERFACES FOR SEARCH 228
14.3.1 QUERY SPECIFICATION 228
14.3.2 RESULT PRESENTATION 230
14.3.3 FACETED SEARCH 233
14.4 EXERCISES 234
15 HUMAN COMPUTATION AND CROWDSEARCHING 235
15.1 INTRODUCTION 235
15.1.1 BACKGROUND 236
15.2 APPLICATIONS 238
15.2.1 GAMES WITH A PURPOSE 238
15.2.2 CROWDSOURCING 240
15.2.3 HUMAN SENSING AND MOBILIZATION 242
15.3 THE HUMAN COMPUTATION FRAMEWORK 244
15.3.1 PHASES OF HUMAN COMPUTATION 244
15.3.2 HUMAN PERFORMERS 246
15.3.3 EXAMPLES OF HUMAN COMPUTATION 246
15.3.4 DIMENSIONS OF HUMAN COMPUTATION APPLICATIONS .... 249
XIV CONTENTS
15.4 RESEARCH CHALLENGES AND PROJECTS 250
15.4.1 THE CROWDSEARCHER PROJECT 250
15.4.2 THE CUBRIK PROJECT 252
15.5 OPEN ISSUES 256
15.6 EXERCISES 257
REFERENCES 259
INDEX 277
|
| any_adam_object | 1 |
| author | Ceri, Stefano 1955- Bozzon, Alessandro ca. 20./21. Jh Brambilla, Marco Della Valle, Emanuele Fraternali, Piero Quarteroni, Silvia |
| author_GND | (DE-588)141769394 (DE-588)1223488128 (DE-588)1018081348 (DE-588)1067091629 |
| author_facet | Ceri, Stefano 1955- Bozzon, Alessandro ca. 20./21. Jh Brambilla, Marco Della Valle, Emanuele Fraternali, Piero Quarteroni, Silvia |
| author_role | aut aut aut aut aut aut |
| author_sort | Ceri, Stefano 1955- |
| author_variant | s c sc a b ab m b mb v e d ve ved p f pf s q sq |
| building | Verbundindex |
| bvnumber | BV041295364 |
| classification_rvk | ST 270 ST 515 |
| classification_tum | DAT 616f |
| ctrlnum | (OCoLC)858035315 (DE-599)DNB1036325261 |
| dewey-full | 004 025.0425 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 004 - Computer science 025 - Operations of libraries and archives |
| dewey-raw | 004 025.0425 |
| dewey-search | 004 025.0425 |
| dewey-sort | 14 |
| dewey-tens | 000 - Computer science, information, general works 020 - Library and information sciences |
| discipline | Allgemeines Informatik |
| format | Book |
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| genre | (DE-588)4123623-3 Lehrbuch gnd-content |
| genre_facet | Lehrbuch |
| id | DE-604.BV041295364 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T16:44:23Z |
| institution | BVB |
| isbn | 3642393136 9783642393136 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-026744264 |
| oclc_num | 858035315 |
| open_access_boolean | |
| owner | DE-739 DE-11 DE-188 DE-355 DE-BY-UBR DE-91G DE-BY-TUM |
| owner_facet | DE-739 DE-11 DE-188 DE-355 DE-BY-UBR DE-91G DE-BY-TUM |
| physical | XIV, 284 Seiten Ill., graph. Darst. |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | Springer |
| record_format | marc |
| series2 | Data-centric systems and applications |
| spellingShingle | Ceri, Stefano 1955- Bozzon, Alessandro ca. 20./21. Jh Brambilla, Marco Della Valle, Emanuele Fraternali, Piero Quarteroni, Silvia Web information retrieval Suchverfahren (DE-588)4132315-4 gnd Multimedia (DE-588)4192358-3 gnd Information Retrieval (DE-588)4072803-1 gnd Internet (DE-588)4308416-3 gnd Suchmaschine (DE-588)4423007-2 gnd Abfrageverarbeitung (DE-588)4378490-2 gnd |
| subject_GND | (DE-588)4132315-4 (DE-588)4192358-3 (DE-588)4072803-1 (DE-588)4308416-3 (DE-588)4423007-2 (DE-588)4378490-2 (DE-588)4123623-3 |
| title | Web information retrieval |
| title_auth | Web information retrieval |
| title_exact_search | Web information retrieval |
| title_full | Web information retrieval Stefano Ceri ... |
| title_fullStr | Web information retrieval Stefano Ceri ... |
| title_full_unstemmed | Web information retrieval Stefano Ceri ... |
| title_short | Web information retrieval |
| title_sort | web information retrieval |
| topic | Suchverfahren (DE-588)4132315-4 gnd Multimedia (DE-588)4192358-3 gnd Information Retrieval (DE-588)4072803-1 gnd Internet (DE-588)4308416-3 gnd Suchmaschine (DE-588)4423007-2 gnd Abfrageverarbeitung (DE-588)4378490-2 gnd |
| topic_facet | Suchverfahren Multimedia Information Retrieval Internet Suchmaschine Abfrageverarbeitung Lehrbuch |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=4369886&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=026744264&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT ceristefano webinformationretrieval AT bozzonalessandro webinformationretrieval AT brambillamarco webinformationretrieval AT dellavalleemanuele webinformationretrieval AT fraternalipiero webinformationretrieval AT quarteronisilvia webinformationretrieval |
Inhaltsverzeichnis
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Teilbibliothek Mathematik & Informatik
| Signatur: |
0102 DAT 616f 2018 A 739
Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |