Table of Notation

1 Boolean retrieval 1

2 The term vocabulary and postings lists 18

3 Dictionaries and tolerant retrieval 45

4 Index construction 61

5 Index compression 78

6 Scoring, term weighting, and the vector space model 100

7 Computing scores in a complete search system 124

8 Evaluation in information retrieval 139

9 Relevance feedback and query expansion 162

10 XML retrieval 178

11 Probabilistic information retrieval 201

12 Language models for information retrieval 218

13 Text classification and Naive Bayes 234

14 Vector space classification 266

15 Support vector machines and machine learning on documents 293

16 Flat clustering 321

17 Hierarchical clustering 346

18 Matrix decompositions and latent semantic indexing 369

19 Web search basics 385

20 Web crawling and indexes 405

21 Link analysis 421

Bibliography 441

Index 469


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