Introduction to Information Retrieval

Introduction to Information Retrieval
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ISBN-13:
9780521865715
Erscheinungsdatum:
01.09.2008
Seiten:
496
Autor:
Christopher D. Manning
Gewicht:
1055 g
Format:
261x186x32 mm
Sprache:
Englisch

Inhaltsverzeichnis
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.
Beschreibung
Class-tested and up-to-date textbook for introductory courses on information retrieval.
Autor
Christopher Manning is an Associate Professor of Computer Science and Linguistics at Stanford University. His research concentrates on probabilistic models of language and statistical natural language processing, information extraction, text understanding and text mining. Dr Prabhakar Raghavan is Head of Yahoo! Research and a Consulting Professor of Computer Science at Stanford University. Dr Hinrich Schutze resides as Chair of Theoretical Computational Linguistics at the Institute for Natural Language Processing, University of Stuttgart,

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