Information Retrieval
William R. Hersh, "Information Retrieval: A Health and Biomedical Perspective (2nd edition)", Springer Verlag, 2003, ISBN 0-387-95522-4
W. Bruce Croft and John Lafferty (editors), "Language Modeling for Information Retrieval", Kluwer Academic Publishers, 2003, ISBN 1-4020-1216-0, The Kluwer International Series on Information Retrieval, Volume 13
Soumen Chakrabarti, "Mining the Web: Discovering Knowledge from Hypertext Data", Morgan-Kaufmann Publishers, 2002, ISBN 1558607544
Thorsten Joachims, "Learning to Classify Text using Support Vector Machines", Kluwer Academic Publishers, 2002
Ian H. Witten, Alistair Moffat, and Timothy C. Bell, "Managing Gigabytes", Morgan Kaufmann, 1999
George Chang et al. (editors), "Mining the World Wide Web", Kluwer Academic Publishers, 2001
W. Bruce Croft (editor), "Advances in Information Retrieval", Kluwer Academic Publishers, 2000
Gerald J. Kowalski and Mark T. Maybury, "Information Storage and Retrieval Systems Theory and Implementation", Kluwer Academic Publishers, 2000
Remco C. Veltkamp, Hans Burkhardt, and Hans-Peter Kriegel (editors), "State-of-the-Art in Content-Based Image and Video Retrieval", Kluwer Academic Publishers, 2001
Ludovic Lebart, Andre Salem, and Lisette Berry, "Exploring Textual Data", Kluwer Academic Publishers, 1997. Review available in Computational Linguistics, 25(1), 1999.
Sandor Dominich, "Mathematical Foundations of Information Retrieval", Kluwer Academic Publishers, 2001
David A. Grossman and Ophir Frieder, "Information Retrieval: Algorithms and Heuristics", Kluwer Academic Publishers, 1998
Michael W. Berry and Murray Browne (editor), "Understanding Search Engines: Mathematical Modeling and Text Retrieval", SIAM Press, 1999
Dan Gusfield, "Algorithms on Strings, Trees, and Sequences: Computer Science and Computational Biology", Cambridge University Press, 1997.
Peter W. Foltz (editor), "Quantitative Approaches to Semantic Knowledge Representations: A Special Issue of Discourse Processes", Lawrende Erlbaum Associates, 1998
Ricardo Baeza-Yates and Berthier Ribeiro-Neto, "Modern Information Retrieval", Addison Wesley / ACM Press Series, 1999
Christ-Jan Doedens, "Text Databases: One Database Model and Several Retrieval Languages", Rodopi Bv Editions
Robert Spencer, "Information Visualization", Addison Wesley / ACM Press, 2001
Robert R. Korfhage, "Information Storage and Retrieval", John Wiley and Sons, 1997
William Frakes and Ricardo Baeza-Yates, "Information Retrieval: Data Structures and Algorithms", Prentice Hall, 1992
Tomek Strzalkowski (editor), "Natural Language Information Retrieval", Kluwer Academic Publishers, 1999
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Artificial Intelligence and Machine Learning
Stuart J. Russell and Peter Norvig, "Artificial Intelligence: A Modern Approach", Prentice Hall, 1994
Tom M. Mitchell, "Machine Learning", McGraw-Hill, 1997
L. Breiman, J.H. Friedman, R.A. Olsen and C.J. Stone, "Classification and regression trees", Wadsworth, Belmont, CA, 1984
Huan Liu and Hiroshi Motoda (editors), "Feature Extraction, Construction and Selection: A Data Mining Perspective", Kluwer Academic Publishers, 1998, ISBN 0-7923-8196-3, The Kluwer International Series in Engineering and Computer Science, Volume 453
Huan Liu and Hiroshi Motoda (editors), "Feature Selection for Knowledge Discovery and Data Mining", Kluwer Academic Publishers, 1998, ISBN 0-7923-8198-X, The Kluwer International Series in Engineering and Computer Science, Volume 454
D. Paul Benjamin (editor), "Change of Representation and Inductive Bias", Kluwer Academic Publishers, 1990, ISBN 0792390555
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Statistical Processing of Data
David J. Hand, Heikki Mannila and Padhraic Smyth, "Principles of Data Mining", MIT Press, 2000
Richard O. Duda, Peter E. Hart, and David G. Stork, "Pattern Classification (2nd edition)", John Wiley and Sons, 2000, ISBN 0471056693
Michael Berthold and David J. Hand (editors), "Intelligent Data Analysis: An Introduction", Springer Verlag, 1999
W.J. Krzanowski, "Principles of Multivariate Analysis (2nd edition)", Oxford University Press, 2000, ISBN 0198507089
Thomas M. Cover and Joy A. Thomas, "Elements of Information Theory", John Wiley and Sons, 1991, ISBN 0471062596
Douglas C. Montgomery, "Design and Analysis of Experiments (5th edition)", John Wiley and Sons, 2001
Paul R. Cohen, "Empirical Methods for Artificial Intelligence", MIT Press, 1995
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Natural Language Processing
Peter Jackson and Isabelle Moulinier, "Natural Language Processing for Online Applications", John Benjamins, 2002, Natural Language Processing Series
Daniel Jurafsky and James H. Martin, "Speech and Language Processing", Prentice Hall, 2000
Christopher D. Manning and Hinrich Schuetze, "Foundations of Statistical Natural Language Processing", MIT Press, 1999
James Allen, "Natural Language Understanding (2nd edition)", Addison Wesley, 1995
Christiane Fellbaum (editor), "Wordnet: An Electronic Lexical Database", MIT Press, 1998
Susan Armstrong et al. (editors), "Natural Language Processing Using Very Large Corpora", Kluwer Academic Publishers, 1999
Tony McEnery and Andrew Wilson, "Corpus Linguistics", Edinburgh University Press, 1996.
Graeme D. Kennedy, "An Introduction to Corpus Linguistics", 1999. Review available in Computational Linguistics, 25(2):299-301, June 1999.
Eugene Charniak, "Statistical Language Learning", MIT Press, 1996. Review available in Computational Linguistics, 21(1):103-111, 1995.
Robert Dale, Hermann Moisl, and Harold Somers, "Handbook of Natural Language Processing", Marcel Dekker, 2000
R. Harald Baayen, "Word Frequency Distributions", Kluwer Academic Publishers, 2001
Fernando C.N. Pereira and Stuart M. Shieber, "PROLOG and Natural Language Analysis", CSLI Publications, 1987
Michael A. Covington, "Natural Language Processing for Prolog Programmers", Prentice Hall, 1994
James Pustejovsky, "The Generative Lexicon", Bradford Books, 1998
Paul P. Wang, "Computing with Words", John Wiley and Sons, 2001
D. A. Cruse, "Lexical Semantics", Cambridge University Press, 2001
Ashwin Ram and Kenneth Moorman (editors), "Understanding Language Understanding", MIT Press, 1999
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Text Summarization
Inderjeet Mani, "Automatic Summarization", John Benjamins, 2001
Inderjeet Mani and Mark T. Maybury (editors), "Advances in Automatic Text Summarization", MIT Press, 1999
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Question Answering
Tomek Strzalkowski and Sanda Harabagiu, "Advances in Open-Domain Question Answering", Kluwer Academic Publishers, 2002
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Logic and Linguistics
Andrew Radford, "Linguistics: An Introduction", Cambridge University Press, 1999
Carl Pollard and Ivan A. Sag, "Head-Driven Phrase Structure Grammar", University of Chicago Press, 1994
Mary Dalrymple et al. (editors), "Formal Issues in Lexical-Functional Grammar", CSLI Publications, 2000
J.F.A.K. Van Benthem and Alice Ter Meulen, "Handbook of Logic and Language", MIT Press, 1997
L.T.F. Gamut, "Logic, Language, and Meaning: Introduction to Logic (2 volumes)", University of Chicago Press, 1991
Stuart M. Shieber, "An Introduction to Unification-Based Approaches to Grammar", CSLI Publications
Henriette de Swart, "Introduction to Natural Language Semantics", CSLI Publications
Rebecca Green, Carol A. Bean and Sung Hyon Myaeng (editors), "The Semantics of Relationships: An Interdisciplinary Perspective", Kluwer Academic Publishers, 2002, ISBN 1-4020-0568-7, Information Science and Knowledge Management, Volume 3
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Speech Processing
Frederick Jelinek, "Statistical Methods for Speech Recognition", MIT Press, 1999
Lawrence Rabiner and Biing-Hwang Juang, "Fundamentals of Speech Recognition", Prentice Hall, 1993
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Software Engineering
Well, NLP and AI are fascinating stuff and everything, but at the end it all comes to implementation of actually working systems ... :)
Brian Kernighan and Dennis Ritchie, "The C Programming Language (2nd edition)", Prentice Hall
Andrew Koenig, "C Traps and Pitfalls", Addison Wesley, 1998
Stanley Lippman, "The C++ Primer (3rd edition)", Addison Wesley
Stanley Lippman, "Inside the C++ Object Model", Addison Wesley
Scott Meyers, "Effective C++: 50 Specific Ways to Improve Your Programs and Designs (2nd edition)", Addison Wesley, 1998
Scott Meyers, "More Effective C++: 35 New Ways to Improve Your Programs and Designs", Addison Wesley, 1996
Scott Meyers, "Effective STL: 50 Specific Ways to Improve Your Use of the Standard Template Library", Addison Wesley, 2001
Nicolai M. Josuttis, "The C++ Standard Library: A Tutorial and Reference", Addison Wesley, 1999
Bjarne Stroustrup, "The C++ Programming Language (3rd edition)", Addison Wesley
Erich Gamma, Richard Helm, Ralph Johnson, and John Vlissides, "Design Patterns: Elements of Reusable Object-Oriented Software", Addison Wesley
William J. Brown, Raphael C. Malveau, Hays W. McCormick III, and Thomas J. Mowbray, "AntiPatterns", John Wiley and Sons
John Vlissides, "Pattern Hatching: Design Patterns Applied", Addison Wesley
Bertrand Meyer, "Object-Oriented Software Construction (2nd edition)", Prentice Hall
Frederick Brooks, "The Mythical Man-Month (2nd edition)", Addison Wesley
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Computer Science
Thomas H. Cormen, Charles E. Leiserson, and Ronald L. Rivest, "Introduction to Algorithms (2nd edition)", MIT Press, 2001
John E. Hopcroft, Rajeev Motwani, and Jeffrey D. Ullman, "Introduction to Automata Theory, Languages, and Computation (2nd edition)", Addison Wesley, 2000
Alfred V. Aho, Ravi Sethi, and Jeffrey D. Ullman, "Compilers: Principles, Techniques, and Tools", Addison Wesley, 1986.
Michael R. Garey and David S. Johnson, "Computers and Intractability: A Guide to the Theory of NP-Completeness", W.H. Freeman and Company, 1979.
William H. Press, Saul A. Teukolsky, William T. Vetterling, and Brian P. Flannery, "Numerical Recipes in C (2nd edition)", Cambridge University Press, 1995
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Publishing houses
Most publishing houses allow you either to browse their catalogs online, or order a hardcopy, or both. To order catalogs, go to the individual Web sites and fill an appropriate form or send email to customer service. Some publishers offer convenient email alerts about new books and journal issues (notably, Kluwer and Prentice Hall).
Computational Linguistics, Information Retrieval, Artificial Intelligence
AAAI Press
Academic Press
Cambridge University Press (alsohttp://www.cup.org)
Center for the Study of Languages and Information (CSLI)
Elsevier Science
Kluwer Academic Publishers (alsohttp://www.wkap.nl)
MIT Press
Morgan Kaufmann Publishers
Oxford University Press (alsohttp://www.oup.co.uk)
Prentice Hall (alsohttp://www.prenhall.com)
Springer-Verlag (alsohttp://www.springer.de)
University of Chicago Press
TAG: Language language Processing text Text Speech Resources
