Table of contents for An introduction to information retrieval / Christopher D. Manning, Prabhakar Raghavan, Hinrich Schutze.


Bibliographic record and links to related information available from the Library of Congress catalog


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1. Information retrieval using the Boolean model; 2. The dictionary and postings lists; 3. Tolerant retrieval; 4. Index construction; 5. Index compression; 6. Scoring and term weighting; 7. Vector space retrieval; 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 kernel functions; 16. Flat clustering; 17. Hierarchical clustering; 18. Dimensionality reduction and Latent Semantic Indexing; 19. Web search basics; 20. Web crawling and indexes; 21. Link analysis.


Library of Congress subject headings for this publication:
Text processing (Computer science)
Information retrieval.
Document clustering.
Semantic Web.