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Introduction to Information Retrieval

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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

482 pages, Paperback

Published January 1, 2010

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Christopher D Manning

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