Introduction to Information Retrieval
ISBN-13:
9780521865715
Veröffentl:
2008
Erscheinungsdatum:
01.09.2008
Seiten:
482
Autor:
Christopher D. Manning
Gewicht:
1223 g
Format:
261x186x32 mm
Sprache:
Englisch
Beschreibung:
Class-tested and up-to-date textbook for introductory courses on information retrieval.
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.
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