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Introduction to information retrieval

Author: Christopher D Manning; Prabhakar Raghavan; Hinrich Schütze
Publisher: New York : Cambridge University Press, 2008.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"Class-tested and coherent, this textbook teaches classical and web information retrieval, including web search and the related areas of text classification and text clustering from basic concepts. It gives an up-to-date treatment of all aspects of the design and implementation of systems for gathering, indexing, and searching documents; methods for evaluating systems; and an introduction to the use of machine  Read more...
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Genre/Form: 0 Gesamtdarstellung
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Christopher D Manning; Prabhakar Raghavan; Hinrich Schütze
ISBN: 9780521865715 0521865719
OCLC Number: 190786122
Description: xxi, 482 pages : illustrations ; 27 cm
Contents: Boolean retrieval --
The term vocabulary and postings lists --
Dictionaries and tolerant retrieval --
Index construction --
Index compression --
Scoring, term weighting, and the vector space model --
Computing scores in a complete search system --
Evaluation in information retrieval --
Relevance feedback and query expansion --
XML retrieval --
Probabilistic information retrieval --
Language models for information retrieval --
Text classification and Naive Bayes --
Vector space classification --
Support vector machines and machine learning on documents --
Flat clustering --
Hierarchical clustering --
Matrix decompositions and latent semantic indexing --
Web search basics --
Web crawling and indexes --
Link analysis.
Responsibility: Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze.
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Abstract:

Class-tested and coherent, this textbook teaches information retrieval, including web search, text classification, and text clustering from basic concepts. Ideas are explained using examples and  Read more...

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'This is the first book that gives you a complete picture of the complications that arise in building a modern web-scale search engine. You'll learn about ranking SVMs, XML, DNS, and LSI. You'll Read more...

 
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