Introduction to Information Retrieval

Introduction to Information Retrieval
<http://www-csli.stanford.edu/~hinrich/information-retrieval-book.html>

参照
<http://d.hatena.ne.jp/naoya/>
など

• Table of Notation
• Preface

1 Boolean retrieval
1.1 An example information retrieval problem
1.2 A first take at building an inverted index
1.3 Processing Boolean queries
1.4 The extended Boolean model versus ranked retrieval
1.5 References and further reading

2 The term vocabulary and postings lists

3 Dictionaries and tolerant retrieval

4 Index construction

5 Index compression

6 Scoring, term weighting, and the vector space model

7 Computing scores in a complete search system

8 Evaluation in information retrieval

9 Relevance feed back and query expansion

10 XML retrieval

11 Probabilistic information retrieval

12 Language models for information retrieval

13 Text classification and Naive Bayes

14 Vector space classification

15 Support vector machines and machine learning on documents

16 Flat clustering

17 Hierarchical clustering

18 Matrix decompositions

19 Web search basics

20 Web crawling and indexes

21 Link analysis