Modern information retrieval:
Gespeichert in:
| Beteiligte Personen: | , |
|---|---|
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
New York [u.a.]
ACM Press [u.a.]
2005
|
| Ausgabe: | [Nachdr.] |
| Schlagwörter: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=013357044&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Umfang: | XX, 513 S. Ill., graph. Darst. |
| ISBN: | 020139829X |
Internformat
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Datensatz im Suchindex
| _version_ | 1819372428681281536 |
|---|---|
| adam_text | Contents
Preface v
Acknowledgements vii
Biographies xvii
1 Introduction 1
1.1 Motivation 1
1.1.1 Information versus Data Retrieval 1
1.1.2 Information Retrieval at the Center of the Stage 2
1.1.3 Focus of the Book 3
1.2 Basic Concepts 3
1.2.1 The User Task 4
1.2.2 Logical View of the Documents 5
1.3 Past, Present, and Future 6
1.3.1 Early Developments 6
1.3.2 Information Retrieval in the Library 7
1.3.3 The Web and Digital Libraries 7
1.3.4 Practical Issues 8
1.4 The Retrieval Process 9
1.5 Organization of the Book 10
1.5.1 Book Topics 11
1.5.2 Book Chapters 12
1.6 How to Use this Book 15
1.6.1 Teaching Suggestions 15
1.6.2 The Book s Web Page 16
1.7 Bibliographie Discussion 17
2 Modeling 19
2.1 Introduction 19
2.2 A Taxonomy of Information Retrieval Models 20
2.3 Retrieval: Ad hoc and Filtering 21
X CONTENTS
2.4 A Formal Characterization of IR Models 23
2.5 Classic Information Retrieval 24
2.5.1 Basic Concepts 24
2.5.2 Boolean Model 25
2.5.3 Vector Model 27
2.5.4 Probabilistic Model 30
2.5.5 Brief Comparison of Classic Models 34
2.6 Alternative Set Theoretic Models 34
2.6.1 Fuzzy Set Model 34
2.6.2 Extended Boolean Model 38
2.7 Alternative Algebraic Models 41
2.7.1 Generalized Vector Space Model 41
2.7.2 Latent Semantic Indexing Model 44
2.7.3 Neural Network Model 46
2.8 Alternative Probabilistic Models 48
2.8.1 Bayesian Networks 48
2.8.2 Inference Network Model 49
2.8.3 Belief Network Model 56
2.8.4 Comparison of Bayesian Network Models 59
2.8.5 Computational Costs of Bayesian Networks 60
2.8.6 The Impact of Bayesian Network Models 61
2.9 Structured Text Retrieval Models 61
2.9.1 Model Based on Non Overlapping Lists 62
2.9.2 Model Based on Proximal Nodes 63
2.10 Models for Browsing 65
2.10.1 Fiat Browsing 65
2.10.2 Structure Guided Browsing 66
2.10.3 The Hypertext Model 66
2.11 Trends and Research Issues 69
2.12 Bibliographie Discussion 69
3 Retrieval Evaluation 73
3.1 Introduction 73
3.2 Retrieval Performance Evaluation 74
3.2.1 Recall and Precision 75
3.2.2 Alternative Measures 82
3.3 Reference Collections 84
3.3.1 The TREC Collection ................... 84
3.3.2 The CACM and ISI Collections 91
3.3.3 The Cystic Fibrosis Collection 94
3 4 Trends and Research Issues 96
3 5 Bibliographie Discussion 96
4 Query Languages 99
4.1 Introduction 99
4.2 Keyword Based Querying 100
CONTENTS xi
4.2.1 Single Word Queries 100
4.2.2 Context Queries 101
4.2.3 Boolean Queries 102
4.2.4 Natural Language 103
4.3 Pattern Matching 104
4.4 Structural Queries 106
4.4.1 Fixed Structure 108
4.4.2 Hypertext 108
4.4.3 Hierarchical Structure 109
4.5 Query Protocols 113
4.6 Trends and Research Issues 114
4.7 Bibliographie Discussion 116
5 Query Operations 117
5.1 Introduction 117
5.2 User Relevance Feedback 118
5.2.1 Query Expansion and Term Reweighting for the Vector
Model 118
5.2.2 Term Reweighting for the Probabilistic Model 120
5.2.3 A Variant of Probabilistic Term Reweighting 121
5.2.4 Evaluation of Relevance Feedback Strategies 122
5.3 Automatic Local Analysis 123
5.3.1 Query Expansion Through Local Clustering 124
5.3.2 Query Expansion Through Local Context Analysis . . . 129
5.4 Automatic Global Analysis 131
5.4.1 Query Expansion based on a Similarity Thesaurus .... 131
5.4.2 Query Expansion based on a Statistical Thesaurus . . . 134
5.5 Trends and Research Issues 137
5.6 Bibliographie Discussion 138
6 Text and Multimedia Languages and Properties 141
6.1 Introduction 141
6.2 Metadata 142
6.3 Text 144
6.3.1 Formats 144
6.3.2 Information Theory 145
6.3.3 Modeling Natural Language 145
6.3.4 Similarity Models 148
6.4 Markup Languages 149
6.4.1 SGML 149
6.4.2 HTML 152
6.4.3 XML 154
6.5 Multimedia 156
6.5.1 Formats 157
6.5.2 Textual Images 158
6.5.3 Graphics and Virtual Reality 159
Xll CONTENTS
6.5.4 HyTime 159
6.6 Trends and Research Issues 160
6.7 Bibliographie Discussion 162
7 Text Operations 163
7.1 Introduction 163
7.2 Document Preprocessing 165
7.2.1 Lexical Analysis of the Text 165
7.2.2 Elimination of Stopwords 167
7.2.3 Stemming 168
7.2.4 Index Terms Selection 169
7.2.5 Thesauri 170
7.3 Document Clustering 173
7.4 Text Compression 173
7.4.1 Motivation 173
7.4.2 Basic Concepts 175
7.4.3 Statistical Methods 176
7.4.4 Dictionary Methods 183
7.4.5 Inverted File Compression 184
7.5 Comparing Text Compression Techniques 186
7.6 Trends and Research Issues 188
7.7 Bibliographie Discussion 189
8 Indexing and Searching 191
8.1 Introduction 191
8.2 Inverted Files 192
8.2.1 Searching 195
8.2.2 Construction 196
8.3 Other Indices for Text 199
8.3.1 Suffix Trees and Suffix Arrays 199
8.3.2 Signature Files 205
8.4 Boolean Queries 207
8.5 Sequential Searching 209
8.5.1 Brüte Force 209
8.5.2 Knuth Morris Pratt 210
8.5.3 Boyer Moore Family 211
8.5.4 Shift Or 212
8.5.5 Suffix Automaton 213
8.5.6 Practical Comparison 214
8.5.7 Phrases and Proximity 215
8.6 Pattern Matching 215
8.6.1 String Matching Allowing Errors 216
8.6.2 Regulär Expressions and Extended Patterns 219
8.6.3 Pattern Matching Using Indices 220
8.7 Structural Queries 222
8.8 Compression 222
UUIN 1 EilVl S Xlll
8.8.1 Sequential Searching 223
8.8.2 Compressed Indices 224
8.9 Trends and Research Issues 226
8.10 Bibliographie Discussion 227
9 Parallel and Distributed IR 229
9.1 Introduction 229
9.1.1 Parallel Computing 230
9.1.2 Performance Measures 231
9.2 Parallel IR 232
9.2.1 Introduction 232
9.2.2 MIMD Architectures 233
9.2.3 SIMD Architectures 240
9.3 Distributed IR 249
9.3.1 Introduction 249
9.3.2 Collection Partitioning 251
9.3.3 Source Selection 252
9.3.4 Query Processing 253
9.3.5 Web Issues 254
9.4 Trends and Research Issues 255
9.5 Bibliographie Discussion 256
10 User Interfaces and Visualization 257
10.1 Introduction 257
10.2 Human Computer Interaction 258
10.2.1 Design Principles 258
10.2.2 The Role of Visualization 259
10.2.3 Evaluating Interactive Systems 261
10.3 The Information Access Process 262
10.3.1 Models of Interaction 262
10.3.2 Non Search Parts of the Information Access Process . . 265
10.3.3 Earlier Interface Studies 266
10.4 Starting Points 267
10.4.1 Lists of Collections 267
10.4.2 Overviews 268
10.4.3 Examples, Dialogs, and Wizards 276
10.4.4 Automated Source Selection 278
10.5 Query Specification 278
10.5.1 Boolean Queries 279
10.5.2 Prom Command Lines to Forms and Menüs 280
10.5.3 Faceted Queries 281
10.5.4 Graphical Approaches to Query Specification 282
10.5.5 Phrases and Proximity 286
10.5.6 Natural Language and Free Text Queries 287
10.6 Context 289
10.6.1 Document Surrogates 289
XIV CONTENTS
10.6.2 Query Term Hits Within Document Content 289
10.6.3 Query Term Hits Between Documents 293
10.6.4 SuperBook: Context via Table of Contents 296
10.6.5 Categories for Results Set Context 297
10.6.6 Using Hyperlinks to Organize Retrieval Results 299
10.6.7 Tables 301
10.7 Using Relevance Judgements 303
10.7.1 Interfaces for Standard Relevance Feedback 304
10.7.2 Studies of User Interaction with Relevance Feedback
Systems 305
10.7.3 Fetching Relevant Information in the Background .... 307
10.7.4 Group Relevance Judgements 308
10.7.5 Pseudo Relevance Feedback 308
10.8 Interface Support for the Search Process 309
10.8.1 Interfaces for String Matching 309
10.8.2 Window Management 311
10.8.3 Example Systems 312
10.8.4 Examples of Poor Use of Overlapping Windows 317
10.8.5 Retaining Search History 317
10.8.6 Integrating Scanning, Selection, and Querying 318
10.9 Trends and Research Issues 321
10.10 Bibliographie Discussion 322
11 Multimedia IR: Models and Languages 325
11.1 Introduction 325
11.2 DataModeling 328
11.2.1 Multimedia Data Support in Commercial DBMSs .... 329
11.2.2 The MULTOS Data Model 331
11.3 Query Languages 334
11.3.1 Request Specification 335
11.3.2 Conditions on Multimedia Data 335
11.3.3 Uncertainty, Proximity, and Weights in Query
Expressions 337
11.3.4 Some Proposais 338
11.4 Trends and Research Issues 341
11.5 Bibiographic Discussion 342
12 Multimedia IR: Indexing and Searching 345
12.1 Introduction 345
12.2 Background — Spatial Access Methods 347
12.3 A Generic Multimedia Indexing Approach 348
12.4 One dimensional Time Series 353
12.4.1 Distance Function 353
12.4.2 Feature Extraction and Lower bounding 353
12.4.3 Experiments 355
12.5 Two dimensional Color Images 357
12.5.1 Image Features and Distance Functions 357
12.5.2 Lower bounding 358
12.5.3 Experiments 360
12.6 Automatic Feature Extraction 360
12.7 Trends and Research Issues 361
12.8 Bibliographie Discussion 363
13 Searching the Web 367
13.1 Introduction 367
13.2 Challenges 368
13.3 Characterizing the Web 369
13.3.1 Measuring the Web 369
13.3.2 Modeling the Web 371
13.4 Search Engines 373
13.4.1 Centralized Architecture 373
13.4.2 Distributed Architecture 375
13.4.3 User Interfaces 377
13.4.4 Ranking 380
13.4.5 Crawling the Web 382
13.4.6 Indices 383
13.5 Browsing 384
13.5.1 Web Directories 384
13.5.2 Combining Searching with Browsing 386
13.5.3 Helpful Tools 387
13.6 Metasearchers 387
13.7 Finding the Needle in the Haystack 389
13.7.1 User Problems 389
13.7.2 Some Examples 390
13.7.3 Teaching the User 391
13.8 Searching using Hyperlinks 392
13.8.1 Web Query Languages 392
13.8.2 Dynamic Search and Software Agents 393
13.9 Trends and Research Issues 393
13.10 Bibliographie Discussion 395
14 Libraries and Bibliographical Systems 397
14.1 Introduction 397
14.2 Online IR Systems and Document Databases 398
14.2.1 Databases 399
14.2.2 Online Retrieval Systems 403
14.2.3 IR in Online Retrieval Systems 404
14.2.4 Natural Language Searching 406
14.3 Online Public Access Catalogs (OPACs) 407
14.3.1 OPACs and Their Content 408
14.3.2 OPACs and End Users 410
14.3.3 OPACs: Vendors and Products 410
xvi CONTENTS
14.3.4 Alternatives to Vendor OPACs 410
14.4 Libraries and Digital Library Projects 412
14.5 Trends and Research Issues 412
14.6 Bibliographie Discussion 413
15 Digital Libraries 415
15.1 Introduction 415
15.2 Definitions 417
15.3 Architectural Issues 418
15.4 Document Models, Representations, and Access 420
15.4.1 Multilingual Documents 420
15.4.2 Multimedia Documents 421
15.4.3 Structured Documents 421
15.4.4 Distributed Collections 422
15.4.5 Federated Search 424
15.4.6 Access 424
15.5 Prototypes, Projects, and Interfaces 425
15.5.1 International Range of Efforts 427
15.5.2 Usability 428
15.6 Standards 429
15.6.1 Protocols and Federation 429
15.6.2 Metadata 430
15.7 Trends and Research Issues 431
15.8 Bibliographical Discussion 432
Appendix: Porter s Algorithm 433
Glossary 437
References 455
Index 501
|
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| discipline | Informatik |
| edition | [Nachdr.] |
| format | Book |
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| id | DE-604.BV020035911 |
| illustrated | Illustrated |
| indexdate | 2024-12-20T12:10:41Z |
| institution | BVB |
| isbn | 020139829X |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-013357044 |
| oclc_num | 635337204 |
| open_access_boolean | |
| owner | DE-355 DE-BY-UBR DE-739 |
| owner_facet | DE-355 DE-BY-UBR DE-739 |
| physical | XX, 513 S. Ill., graph. Darst. |
| publishDate | 2005 |
| publishDateSearch | 2005 |
| publishDateSort | 2005 |
| publisher | ACM Press [u.a.] |
| record_format | marc |
| spellingShingle | Baeza-Yates, Ricardo Ribeiro, Berthier de Araújo Neto 1960- Modern information retrieval Informationsbeschaffung (DE-588)4132784-6 gnd Informationsvermittlung (DE-588)4161680-7 gnd Information Retrieval (DE-588)4072803-1 gnd Suchverfahren (DE-588)4132315-4 gnd |
| subject_GND | (DE-588)4132784-6 (DE-588)4161680-7 (DE-588)4072803-1 (DE-588)4132315-4 |
| title | Modern information retrieval |
| title_auth | Modern information retrieval |
| title_exact_search | Modern information retrieval |
| title_full | Modern information retrieval Ricardo Baeza-Yates ; Berthier Ribeiro-Neto |
| title_fullStr | Modern information retrieval Ricardo Baeza-Yates ; Berthier Ribeiro-Neto |
| title_full_unstemmed | Modern information retrieval Ricardo Baeza-Yates ; Berthier Ribeiro-Neto |
| title_short | Modern information retrieval |
| title_sort | modern information retrieval |
| topic | Informationsbeschaffung (DE-588)4132784-6 gnd Informationsvermittlung (DE-588)4161680-7 gnd Information Retrieval (DE-588)4072803-1 gnd Suchverfahren (DE-588)4132315-4 gnd |
| topic_facet | Informationsbeschaffung Informationsvermittlung Information Retrieval Suchverfahren |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=013357044&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT baezayatesricardo moderninformationretrieval AT ribeiroberthierdearaujoneto moderninformationretrieval |