Page History: Data Mining (Fall, 2012)
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Page Revision: 2012/09/11 23:23
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Information
- Course Number: 081202B3
- To: M. Sc. students of Department of Computer Science and Technology, Nanjing University.
- Classroom: 233, Computer Science and Technology Building, Xianlin Campus
- Time: 16:00 -- 17:50, Wednesday
- Office Hour: 14:30 - 15:30, Wednesday (Rm 917)
- Text Book: D. Hand, H. Mannila, P. Smyth. Principles of Data Mining. MIT Press, MA:Cambridge, 2001.
- Main Reference Books:
- J. Han, M. Kamber. Data Mining: Concepts and Techniques, 2nd edition. Morgan Kaufmann Publishers, 2006
- I. H. Witten, E. Frank. Data Mining: Practical Machine Learning Tools and Techniques, 3rd edition. Morgan Kaufmann Publishers, 2011
- P.-N. Tan, M. Steinbach, V. Kumar. Introduction to Data Mining, Addison-Wesley, 2006.
- E. Alpaydin. Introduction to Machine Learning, 2nd edition. The MIT Press, 2010.
- Grading: Final exam (50%) + assignment 1 (15%) + assignment 2 (10%) + assignment 3 (10%) + assignment 4 (15%)
- TA: Mr. Teng Zhang and Mr. Chao Qian
Assignments
Assignment 1: Write a report on data mining applications Due on Sept. 26, 2012 TA pageAssignment 2: A classification task Due on Oct. 17, 2012 TA pageAssignment 3: A clustering task Due on Nov. 7, 2012 TA pageAssignment 4: Mining from a real-world data set Due on Dec. 5, 2012 TA pageLecture slides
9/12: Introduction
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9/19: Data quality
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9/26: (TBD)
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Links
- Weka An open source (Java) machine learning/data mining algorithms software.
- R Project An open source platform for statistic computing using R script language.
- ACM SIGKDD The website of the ACM Special Interest Group on Knowledge Discovery and Data Mining.
- KDnuggets A website for data mining resources.
Academic Venues
Major journals in data mining: DMKD, TKDD, TKDE, KAIS
Major journals in machine learning: MLJ, JMLR
Major journals in database: TODS, VLDBJ
Major journals in information retrieval: TOIS, IP&M, IRJ
Major conferences in web search and mining: WWWJ, TOIT, TWeb
Major conferences in data mining: KDD, ICDM, SDM, ECMLPKDD, PAKDD
Major conferences in machine learning: ICML, NIPS, COLT
Major conferences in database: SIGMOD, VLDB, ICDE
Major conferences in information retrieval: SIGIR, CIKM
Major conferences in web search and mining: WWW, WSDM