Data Mining

Last updated on 01/04/2012
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Kdnuggets http://www.kdnuggets.com/
ACM Special Interest Group on Knowledge Discovery and Data Mining http://www.acm.org/sigkdd/
Knowledge Discovery Network of Excellence http://www.kdnet.org/control/index
The National Center for Data Mining at UIC http://www.ncdm.uic.edu/
IBM Almaden Research Center http://www.almaden.ibm.com/software/quest/
The Data Mining Group (DMG) http://www.dmg.org/
CRoss Industry Standard Process for Data Mining http://www.crisp-dm.org/
Data Mining Server at the Laboratory for Information Systems, Department of Electronics, R. Boskovic Institute http://dms.irb.hr/
dataWarehouse.com http://www.datawarehouse.com/
UCI Machine Learning Repository http://www.ics.uci.edu/~mlearn/MLRepository.html
Frequent Itemset Mining Implementations Repository http://fimi.cs.helsinki.fi/
中華資料採礦協會 http://www.cdms.org.tw/
Kmining.com http://www.kmining.com
數據挖掘研究院 http://www.dmresearch.net/

IBM Research: Knowledge Discovery & Data Mining http://domino.research.ibm.com/comm/research.nsf/pages/r.kdd.html
Intelligent Database Systems Research Laboratory at Simon Fraser University (directed by Dr. Jiawei Han) http://db.cs.sfu.ca/
Data Mining Research Lab at The Ohio State University (directed by Prof. Srinivasan Parthasarathy) http://dmrl.cis.ohio-state.edu/
中原大學DataMining研究中心 (directed by Dr. W. P. Lee,李維平教授) http://www.datamining.org.tw/
成功大學資料庫實驗室資料探勘研究群 (directed by Dr. Vincent S. Tseng, 曾新穆教授) http://idb.csie.ncku.edu.tw/
國立高雄應用科技大學資料探勘實驗室 (directed by Dr. Chung-Hong Lee, 李俊宏教授) http://dml.ee.kuas.edu.tw/
北醫醫資所知識發掘與資料探勘實驗室 http://kdd.tmu.edu.tw/
The Data Mining Institute (DMI) at University of Wisconsin Madison http://www.cs.wisc.edu/dmi/
國立台灣科技大學資訊工程系所智慧型系統實驗室 http://neuron.csie.ntust.edu.tw/ (directed by Dr. Hahn-Ming Lee, 李漢銘教授)

Jiawei Han and Micheline Kamber, “Data Mining: Concepts and Techniques, 2^nd Ed.," Morgan Kaufmann Publishers, March 2006. ISBN 1-55860-901-6.
Pang-Ning Tan, Michael Steinbach, and Vipin Kumar, ”Introduction to Data Mining,” Addison-Wesley, 2006.
Richard J. Roiger and Michael W. Geatz, Data Mining: A tutorial-based Primer, Addison Wesley, 2002.
Ian H. Witten and Eibe Frank, Data Mining: Practical machine learning tools and techniques, 2nd Edition, Morgan Kaufmann, San Francisco, 2005.
曾憲雄、蔡秀滿、蘇東興、曾秋蓉、王慶堯, 資料探勘 (Data Mining), 旗標, 2005.
尹相志, SQL Server 2005資料採礦聖經 (SQL Server 2005 Data Mining Reference), 學貫, 2006.
Bing Liu, "Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data," Springer-Verlag, Berlin Heidelberg, 2007, ISBN-13: 978-3-540-37881-5.

IEEE Transactions on Knowledge and Data Engineering (SCI)
IEEE TRANSACTIONS ON INFORMATION THEORY (SCI)
Data Mining and Knowledge Discovery: An International Journal (SCI, 2004 Impact Factor: 2.8, issues/year: 4)
The VLDB Journal
Knowledge and Information Systems: An International Journal
IEEE Transactions on Pattern Analysis and Machine Intelligence
Informatica: An International Journal (SCI Expanded)

Data & Knowledge Engineering (SCI, 2004 Impact Factor: 0.971, issues/year: 12)

Journal of Information Science (SCI, 2005 Impact Factor: 0.747, issues/year: 6)

The American Association for Artificial Intelligence (AAAI) http://www.aaai.org/home.html
SAS' Annual Data Mining Technology Conference
IEEE/WIC/ACM International Conference on Web Intelligence
Business Intelligence, KDD and Data Mining Conferences info from Kmining.com

Data Mining Model	Category	Algorithm
Data Association	Association Rule Mining	Apriori, FPGrowth
	Multilevel Association Rule Mining
	Quantitative Association Rule Mining	LqiTid
	Share Frequent Itemset Mining
Sequential Pattern	Sequential Pattern Mining	AprioriAll, PrefixSpan
	Generalized Sequential Pattern Mining	GSP
	Web Traversal Pattern Mining	LRS
Data Clustering	Partitional Method	k-means, k-medoids(PAM), ISODATA
	Hierarchical Method	AGNES, DIANA, CURE
	Density-Based Method	DBSCAN
Data Classification	Decision-tree-based classification	ID3,PRISM, Gini index, C4.5
Data Classification	Non-decision-tree-based classification	Bayesian Classification, MBR, Neural Newwork Classification

Association Rules Mining

http://alme1.almaden.ibm.com/software/quest/Resources/datasets/syndata.html
http://www.cse.cuhk.edu.hk/~kdd/data/IBM_VC++.zip
Justin Z. Zhan, LiWu Changy, and Stan Matwinz, Privacy-Preserving Collaborative Sequential Pattern Mining
Sequential Pattern Mining
Qiankun Zhao and Sourav S. Bhowmick, Sequential Pattern Mining: A Survey
C.I. Ezeife and Min Chen, Incremental Mining of Web Sequential Patterns Using PLWAP Tree on Tolerance MinSupport
Jian Pei, Jiawei Han, Behzad Mortazavi-Asl, Jianyong Wang, Helen Pinto, Umeshwar Dayal, Qiming Chen, and Mei-Chun Hsu, Mining Sequential Patterns by Pattern-Growth: The PrefixSpan Approach
Zhenglu Yang and Masaru Kitsuregawa, Effective Mining Sequential Pattern by Last Position Induction
Cluster Analysis
A Tutorial on Clustering Algorithms
Data Stream Mining
Mining Data Streams Bibliography
Bibliography: Mining Data Streams by Dr. Haixun Wang
Privacy Preserving Data Mining
Privacy Preserving Data Mining Bibliography