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See also Introductory Books on Data Mining.
Data Mining Books: Professional and Business-oriented
Chronological, then Alphabetical by the first author or editor:
A B
C D
E F
G H
I J
K L
M N
O PQ
R S
T U
V XYZ
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Jean-Marc Adamo,
Data Mining For Association Rules and Sequential Patterns: Sequential and Parallel Algorithms, Springer Verlag, 2001.
B
- Michael Berry & Gordon Linoff,
Data Mining Techniques for Marketing, Sales and Customer
Support, John Wiley & Sons, 1997.
-
by Michael J. A. Berry, Gordon S. Linoff,
Mining the Web: Transforming Customer Data, J. Wiley, 2002
- Alex Berson, Stephen J. Smith,
Data Warehousing, Data Mining, and OLAP, McGraw Hill, 1997
-
Alex Berson, Stephen Smith, and Kurt Thearling,
Building Data Mining Applications for CRM, McGraw Hill
- M. Berthold, David J. Hand (Eds),
Intelligent Data Analysis: An Introduction,
Springer Verlag, ISBN 3540658084, 1999.
-
Hamparsum Bozdogan (Editor),
Statistical Data Mining and Knowledge Discovery,
CRC Press, ISBN 1-58488-344-8, 2004.
-
Dan Braha (Ed.), Data Mining for Design and Manufacturing: Methods and Applications, Kluwer, 2001
- M.A. Bramer (Ed.),
Knowledge discovery and data mining: theory and practice, IEE Books, 1999
C
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Peter Cabena, Pablo Hadjinian, Rolf Stadler, Jaap Verhees, Alessandro Zanasi,
Discovering Data Mining from Concept to Implementation,
Prentice Hall, 1997
-
Patricia Cerrito,
Introduction to Data Mining Using SAS Enterprise Miner,
ISBN: 978-1-59047-829-5, SAS Press, 2006.
-
S. Chakrabarti,
Mining the Web: Discovering Knowledge from Hypertext Data,
Morgan Kaufmann, ISBN 1-55860-754-4, 2002.
-
Cios, K..J. (ed.),
Medical Data Mining and Knowledge Discovery. Physica-Verlag (Springer), ISBN 3-7908-1340-0, 2000.
- Cios, K., W. Pedrycz, R. Swiniarski,
Data Mining Methods for Knowledge Discovery,
Kluwer, 1998, ISBN 0-7923-8252-8.
-
Earl Cox,
Fuzzy Modeling and Genetic Algorithms for Data Mining and Exploration,
Morgan Kaufmann, ISBN 0-12-194275-9, 2004.
-
C.L. Curotto & N.F.F. Ebecken,
Implementing Data Mining Algorithms in Microsoft® SQL Server™,
WIT Press, 2005.
D
-
Barry de Ville,
Microsoft Data Mining,
Integrated Business Intelligence for e-Commerce and Knowledge Management.
ISBN 1555582427, 464pp, Paperback, February 2001
-
Barry de Ville,
Decision Trees for Business Intelligence and Data Mining: Using SAS Enterprise Miner, SAS Press, ISBN 978-1-59047-567-6, Oct 2006.
-
Rhonda Delmater, Monte Hancock,
Data Mining Explained : A Manager's Guide to Customer-Centric Business Intelligence, Digital Press, ISBN 1555582311, 352 pages, January 2001.
- Vasant Dhar and Roger Stein,
Seven Methods for Transforming Corporate Data Into Business Intelligence,
Prentice Hall, 1996.
F
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U. Fayyad, G. Piatetsky-Shapiro, P. Smyth, R. Uthurusamy, editors,
Advances in Knowledge Discovery and Data Mining,
AAAI/MIT Press, 1996
(order on-line from
Amazon.com or from
MIT Press).
-
Usama Fayyad, Georges Grinstein, and Andreas Wierse,
Information Visualization in Data Mining and Knowledge Discovery,
Morgan Kaufmann, ISBN 1-55860-689-0, 2001.
-
George Fernandez,
Data Mining Using SAS Applications,
CRC Press, 2003.
-
Alex A. Freitas & Simon H. Lavington.
Mining Very Large Databases with Parallel Processing.
Kluwer, 1998. ISBN: 0-7923-8048-7
-
Alex A. Freitas,
Data Mining and Knowledge Discovery with Evolutionary Algorithms,
Springer-Verlag, 2002. ISBN: 3-540-43331-7
G
-
Paolo Giudici,
Applied Data Mining: Statistical Methods for Business and Industry,
John Wiley, 376pp, 2003.
H
-
Joseph Y. Halpern,
Reasoning About Uncertainty, MIT Press, 2003. ISBN 0-262-08320-5
-
Trevor Hastie, Robert Tibshirani, Jerome Friedman,
The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Springer Verlag, 2001.
-
Mark F. Hornick,
Erik Marcade,
Sunil Venkayala,
Java Data Mining: Strategy, Standard, and Practice -
A Practical Guide for architecture, design, and implementation,
Elsevier, 2006. ISBN 0123704529
K
-
A. Kandel, M. Last, and H. Bunke, Editors,
Data Mining and Computational Intelligence,
Physica-Verlag, Studies in Fuzziness and Soft Computing, Vol. 68, 2001.
ISBN 3-7908-1371-0.
-
Mehmed Kantardzic,
Data Mining: Concepts, Models, Methods, and Algorithms,
ISBN: 0471228524, Wiley-IEEE Press, 2002.
-
Hillol Kargupta and Philip Chan, editors,
Advances in Distributed and Parallel Knowledge Discovery,
MIT/AAAI Press 2001, ISBN: 0262611554.
This book presents introductions to Distributed KD and Parallel KD, extensive
reviews of the field, and state-of-the-art techniques.
-
Hillol Kargupta, Anupam Joshi, Krishnamoorthy Sivakumar and Yelena Yesh, editors,
Data Mining: Next Generation Challenges and Future Directions,
AAAI Press 2004, ISBN: 0-262-61203-8.
- Kennedy, Lee, Van Roy, Reed, and Lippman,
Solving Data Mining Problems Through Pattern Recognition,
Prentice Hall, ISBN: 0130950831, 1997.
-
Willi Kloesgen and Jan Zytkow, eds,
Handbook of Data Mining and Knowledge Discovery,
Oxford University Press, Oct 2002.
- B. Kovalerchuk, E. Vityaev,
Data Mining in Finance: Advances in
Relational and Hybrid Methods, Kluwer, 2000, ISBN 0-7923-7804-0
-
Stephan Kudyba and Richard Hoptroff,
Data Mining AND Business Intelligence: A Guide to Productivity, IDEA-GROUP Publishing, 2001.
L
-
M. Last, A. Kandel, and H. Bunke (Editors), Data Mining in Time Series Databases, World Scientific, Series in Machine Perception and Artificial Intelligence, Vol. 57, 2004
Gordon Linoff,
Data Analysis using SQL and Excel, by John Wiley & Sons
ISBN 0-470-09951-8, 2007.
-
Huan Liu and Hiroshi Motoda,
Feature Selection for Knowledge Discovery and Data Mining,
Kluwer, 1998
-
Huan Liu and Hiroshi Motoda,
Feature Extraction, Construction and Selection: A Data Mining Perpective,
Kluwer, 1998
M
-
O. Maimon and M. Last,
Knowledge Discovery and Data Mining - The Info-Fuzzy Network (IFN) Methodology,
Kluwer Publishers, Massive Computing, 2000.
ISBN 0-7923-6647-6.
- Robert M. Mattison,
Data Warehousing and Data Mining for Telecommunications,
Artech House, 1997
Randall Matignon,
Data Mining Using SAS Enterprise Miner, v4.3.
- Ryszard S. Michalski, Ivan Bratko, Miroslav Kubat, eds.,
MACHINE LEARNING & DATA MINING: Methods and Applications,
John Wiley, 1998.
-
H. Miller, J. Han, editors,
Geographic Data Mining and Knowledge Discovery,
Research Monographs in Geographic Information Systems, Taylor and Francis, 2001.
-
Boris Mirkin,
Clustering for Data Mining: A Data Recovery Approach,
CRC Press, 2005.
- Tom Mitchell,
Machine Learning,
McGraw Hill, 1997.
- Mitchie, Spiegelhalter, and Taylor,
Machine Learning, Neural and Statistical Classification, (STATLOG project), 1994.
Out of print, but freely available on the web.
-
Masoud Mohammadian,
Intelligent Agents for Data Mining and Information Retrieval,
Idea Group Publishing, 2004, ISBN: 1-59140-194-1.
N
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Hamid R. Nemati, Christopher D. Barko,
Organizational Data Mining: Leveraging Enterprise Data Resources for Optimal Performance, Idea Group Publishing, 2003, ISBN 1-59140-134-8.
-
Nong Ye (ed.),
The Handbook of Data Mining.
Taylor & Francis, 2003, ISBN 0-8058-4081-8. (689 pages).
O
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Jack E. Olson,
Data Quality: The Accuracy Dimension,
Morgan Kaufmann, ISBN 1-55860-891-5, 2002
P
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Perner, P. and Petrou, M. (Eds.), Machine Learning and Data Mining in Pattern
Recognition, Springer Verlag, lnai 1715, Sept 1999
-
Dorian Pyle,
Data Preparation For Data Mining,
Morgan Kaufmann, ISBN 1-55860-529-0, 1999
-
Dorian Pyle,
Business Modeling and Data Mining,
Morgan Kaufmann, ISBN 155860653X, 2003.
R
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Bruce Ratner,
Statistical Modeling and Analysis for Database Marketers:
Effective Techniques for Mining Big Data,
Chapman & Hall/CRC Press, ISBN: 1-57444-344-5.
S
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Shmueli, Galit, Nitin Patel, Peter Bruce,
Data Mining for Business Intelligence,
Concepts, Techniques, and Applications in Microsoft Office Excel with XLMiner,
ISBN: 0-470-08485-5, December 2006.
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Sommer, Friedrich T. and Andrzej Wichert (Eds.),
Exploratory Analysis and Data Modeling in Functional Neuroimaging,
MIT Press, 2002, 8 x 10, 352 pp., cloth, ISBN 0-262-19481-3.
T
-
by ZhaoHui Tang, Jamie MacLennan,
Data Mining with SQL Server 2005,
ISBN: 0471462616, Wiley, 2005.
-
Bhavani Thuraisingham,
Data Mining: Technologies, Techniques, Tools, and Trends,
CRC Press, 1999
-
Bhavani Thuraisingham,
Managing and Mining Multimedia Databases,
CRC Press, 1999
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M. Vazirgiannis, M. Halkidi, D. Gunopulos.
Quality Assessment and Uncertainty Handling in Data Mining,
Springer-Verlag, LNAI Series, July 2003.
-
Chris Westphal, Teresa Blaxton,
Data Mining Solutions,
John Wiley, 1998
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