The following books are avaialable in the University Library (via Vasca Navale 79) or in the AI Laboratory.
Information & Knowledge Retrieval, Adaptive Web
“Recommender Systems Handbook” edited by Francesco Ricci, Lior Rokach, Bracha Shapira , Paul B. Kantor. Springer 2011.
“Handbook of Human Factors in Web Design” by Robert W. Proctor and Kim-Phuong L. Vu. Taylor & Francis 2011.
“Knowledge Representation in the Social Semantic Web” by Katrin Weller. De Gruyter Saur 2010.
“Modern Information Retrieval the concepts and technology behind search” by Ricardo Baeza-Yates, Berthier Ribeiro-Neto. Pearson, 2011
“Information Retrieval: Implementing and Evaluating Search Engines” by Buettcher S., Clarke C.L.A. and Cormack G.V. MIT Press, 2010.
“Exploratory Search: Beyond the Query-response Paradigm” by Ryen White, Resa Roth, Gary Marchionini. Morgan and Claypool, 2009
“Working with Preferences: Less Is More” by Kaci, Souhila. Springer 2011.
“Topic Detection and Tracking: Event-based Information Organization” edited by James Allan. Kluwer Academic 2002.
“Annual review of information science and technology” by Blaise Cronin. Information Today Inc, 2011
“Looking for information : a survey of research on information seeking, needs, and behavior” by Case, Donald Owen. 2ed, Bingsley : Emerald, 2007
“Pervasive advertising” by Müller, Jörg; Alt, Florian; Michelis, Daniel. Springer 2011.
“Practical Semantic Web and Linked Data Applications – Java, JRuby, Scala, and Clojure Edition ” by Mark Watson, 2010 ( online ).
“Recommender Systems: An Introduction” by Dietmar Jannach, Markus Zanker, Alexander Felfernig, Gerhard Friedrich. Cambridge University Press 2011.
“Search User Interfaces” by Marti A. Hearst. Cambridge University Press, 2009 (online).
“The adaptive web : methods and strategies of web personalization” by Peter Brusilovsky, Alfred Kobsa, Wolfgang Nejdl (Eds.). Springer, 2007.
“Looking for Information: A Survey of Research on Information Seeking, Needs, and Behavior” by Donald O. Case. Emerald Group Publishing Limited 2006 (in acquisizione).
“Mining the Web: Discovering Knowledge from Hypertext Data” by Soumen Chakrabarti. Morgan Kaufmann; 1st edition (August 15, 2002).
“The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data” by Ronen Feldman, James Sanger. Cambridge University Press (December 11, 2006).
“Ontology Learning and Population from Text Algorithms, Evaluation and Applications” by Cimiano, Philipp. Springer.
“Data mining” by Ian H. Witten, Eibe Frank. Morgan Kaufmann 2000.
“Search Engines: Information Retrieval in Practice” by Bruce Croft, Donald Metzler, Trevor Strohman. Addison Wesley 2009 (consultabile presso il Lab IA).
“Introduction to Information Retrieval” by Christopher D. Manning, Prabhakar Raghavan and Hinrich SchÃ¼tze. Cambridge University Press 2008 (consultabile presso il Lab IA e online).
“Introduction Retrieval” by C.J. van Rijsbergen. Butterworth-Heinemann 1979 (online).
Natural Language Processing
“Linguistic Structure Prediction” by Noah A. Smith. Morgan and Claypool 2011.
“Bitext Alignment” by Jörg Tiedemann. Morgan & Claypool Publishers 2011.
“Summarizing Information” by B. Endres-Niggemeyer. Springer 1998
“Natural Language Processing for Online Applications: Text Retrieval,Extraction and Categorization” by Peter Jackson and Isabelle Moulinier. John Benjamins 2007.
“Speech and Language Processing” by Daniel Jurafsky. Pearson : Prentice Hall, 2009
“Machine translation : its scope and limits” by Wilks Y.. Springer 2009.
“The Oxford Handbook of Computational Linguistics” by Ruslan Mitkov (Editor). Oxford University Press, USA (March 7, 2003).
“Speech and Language Processing: An Introduction to Natural Language Processing, Computational Linguistics and Speech Recognition” by Daniel Jurafsky andJames H. Martin. Prentice Hall; 1st edition (January 26, 2000).
“Foundations of statistical natural language processing” by Christopher D. Manning, Hinrich Schutze. The MIT Press ; London, c1999, 2002.
“Natural language understanding” by James Allen. Redwood City : Benjamin Cummings, c1995
AI, Machine Learning
“Data Mining: Concepts and Techniques” by Jiawei Han, Micheline Kamber, Jian Pei. Morgan Kaufmann, 2012
“Clustering” by R. Xu, D. Wunsch. Wiley IEEE Press 2008 (available online in the Campus network).
“Data streams models and algorithms” by Charu C. Aggarwal. Springer 2006.
“Managing and mining uncertain data” by Charu C. Aggarwal. Springer 2009.
“Pratical Artificial Intelligence Programming in Java” by Mark Watson, available online, (3rd edition) 2008.
“Artificial Intelligence: A Modern Approach” by Stuart Russell, Peter Norvig (3rd edition). Prentice Hall, 2009.
“Al Application Programming” by M. Tim Jones, Charles River Media, 2005.
“Ant coloy optimiziaton” by Marco Dorigo and Thomas Stützle. Mit 2004.
“Introduction to Machine Learning (Adaptive Computation and Machine Learning)” by Ethem Alpaydin (2nd edition). The MIT Press (October 1, 2010).
“Machine learning” by Tom M. Mitchell. McGraw-Hill 1997.
“Reinforcement learning : an introduction” by Richard S. Sutton and Andrew G. Barto. Cambridge, Mass. : The MIT Press, c1998
“An introduction to support vector machines : and other kernel-based learning methods” by Nello Cristianini and John Shawe-Taylor. Cambridge : Cambridge University Press, c2000.
“Data mining : practical machine learning tools and techniques with Java implementations” by Ian H. Witten, Eibe Frank. Morgan Kaufmann, c2000
“Pattern classification” by Richard O. Duda, Peter E. Hart, David G. Stork. New York : Wiley, c2001.
“The elements of statistical learning : data mining, inference, and prediction” by Trevor Hastie, Robert Tibshirani, Jerome Friedman. Springer, c2001
“Foundamentals of artificial neural networks” by Mohamad H. Hassoum. Cambridge, Mass. : The MIT Press, 1995
“Neural networks for pattern recognition” by Christopher M. Bishop. Oxford : Clarendon Press, 1995
“Methods of Educational and Social Science Research: An Integrated Approach” by David R. Krathwohl. Academic Internet Publishers Incorporated, 2006.
“Basic Statistics For Educational Research” by John Kaufhold. iUniverse 2007.
“Research and Evaluation in Education and Psychology: Integrating Diversity With Quantitative, Qualitative, and Mixed Methods” by Donna M. Mertens, Sage 2010.
“Qualitative Data Analysis: An Expanded Sourcebook” by Matthew B. Miles. Sage Publications 1994.
“The cognitive structure of emotions” by Ortony,A., Clore,G. L. and Collins, A.. Cambridge University Press 1990.
“Cognitive Psychology and its Implications” by John R. Anderson (7th edition). Worth Publishers 2009.
“Cognitive Psychology: A Student’s Handbook, 5th Edition: A Student’s Handbook 5th Edition” by M. Eysenck. Psychology Press; 1 edition (June 13, 2005).
“Comprehension: A Paradigm for Cognition” by Walter Kintsch. Cambridge University Press (January 13, 1998).
“The architecture of cognition” by John R. Anderson. Erlbaum, 1996.
“The adaptive character of thought” by John R. Anderson. Psychology Pressm 1990.
“Cognitive skills and their acquisition” by John R. Anderson. L. Erlbaum Associates, 1981.
“Pensiero e linguaggio” by Lev Semenovich Vygotsky. Giunti-Barbèra, 1976.