Introduction to Information Retrieval

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Contents:
1 Boolean retrieval 
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 feedback 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 and latent semantic indexing 
19 Web search basics 
20 Web crawling and indexes 
21 Link analysis 
Inde 
Bibliography

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