Introduction to information retrieval /

Introduction to information retrieval / Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze.

"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 g...

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Bibliographic Details
Main Author: Manning, Christopher D.
Other Authors: Raghavan, Prabhakar., Schütze, Hinrich.
Format: Book
Language:English
Published: New York : Cambridge University Press, 2008.
Subjects:
Text processing (Computer science)
Information retrieval.
Document clustering.
Semantic Web.
Table of 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.

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