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Kowalski, Gerald, 1945-
Information retrieval architecture and algorithms / Gerald Kowalski
New York : Springer, c2011
book jacket
Location Call Number Status
 4th Floor  QA76 .K693 2011    AVAILABLE
Subject(s) Information storage and retrieval systems
Algorithms
Database management
Physical Description xii, 305 p. : ill. ; 24 cm
Note Includes bibliographical references (p. 283-300) and index
Contents 1. Information retrieval system functions. -- Introduction -- Functional overview of information retrieval systems -- Understanding search functions -- Relationship to database management systems -- Digital libraries and data warehouses -- Processing subsystem overview -- Summary -- Exercises -- 2. Data structures and mathematical algorithms. -- Data structures -- Mathematical algorithms -- Summary -- Exercises -- 3. Ingest. -- Introduction to ingest -- Item receipt -- Duplicate detection -- Item normalization -- Zoning and creation of processing tokens -- Stemming -- Entity processing -- Categorization -- Citational metadata -- Summary -- Exercises -- 4. Indexing. -- What is indexing? -- Manual indexing process -- Automatic indexing of text -- Automatic indexing of multimedia -- Summary -- Exercises -- 5. Search. -- Introduction -- Similarity measures and ranking -- Hidden Markov Models techniques -- Ranking algorithms -- Relevance feedback -- Selective dissemination of information search -- Weighted searches of Boolean systems -- Multimedia searching -- Summary -- Exercises -- 6. Document and term clustering. -- Introduction to clustering -- Thesaurus generation -- Item clustering -- Hierarchy of clusters -- Measure of tightness for cluster -- Issues with use of hierarchical clusters for search -- Summary -- Exercises -- 7. Information presentation. -- Information presentation introduction -- Presentation of the hits -- Display of the item -- Collaborative filtering -- Multimedia presentation -- Human perception and presentation -- Summary -- Exercises -- 8. Search architecture. -- Index search optimization -- Text search optimization -- GOOGLE scalable multiprocessor architecture -- Summary -- Exercises -- 9. Information system evaluation. -- Introduction to information system evaluation -- Measures used in system evaluations -- Multimedia information retrieval evaluation -- Measurement example: TREC evolution -- Summary -- Exercises

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