Manning, Christopher D.

Introduction to information retrieval / Christopher D. Manning. - Singapore : Cambridge University Press, 2009. - xxi, 482 p.: 26 cm.

Includes bibliographic references and index

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.

Class-tested and up-to-date textbook for introductory courses on information retrieval.


English

978-0-521-75878-9


Text processing (Computer science)
Information retrieval
Semantic Web

025.04 M31i