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Introduction to Information Retrieval

C. D. Manning, P. Raghavan and H. Schütze

Published: 2008

Table of contents

01 Boolean retrieval
02 The term vocabulary & postings lists
03 Dictionaries and tolerant retrieval
04 Index construction
05 Index compression
06 Scoring, term weighting & the vector space model
07 Computing scores in a complete search system
08 Evaluation in information retrieval
09 Relevance feedback & query expansion
10 XML retrieval
11 Probabilistic information retrieval
12 Language models for information retrieval
13 Text classification & Naive Bayes
14 Vector space classification
15 Support vector machines & machine learning on documents
16 Flat clustering
17 Hierarchical clustering
18 Matrix decompositions & latent semantic indexing
19 Web search basics
20 Web crawling and indexes
21 Link analysis

Cambridge University Press Edition

Free book to download in PDF format - 6,61 Mb - 577 pages

Other available format: HTML

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