Page History: Data Mining (Fall, 2012)
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Page Revision: 2012/09/11 23:39
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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 page
Assignment 2: A classification task
Due on Oct. 17, 2012
TA page
Assignment 3: A clustering task
Due on Nov. 7, 2012
TA page
Assignment 4: Mining from a real-world data set
Due on Dec. 5, 2012
TA page
Lecture slides
9/12
: Introduction
9/19
: Data quality
9/26
: (TBD)
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.
Machine learning packages for R
ACM SIGKDD
The website of the ACM Special Interest Group on Knowledge Discovery and Data Mining.
ACM SIGKDD Explorations Newsletters
A magazine of SIGKDD.
KDnuggets
A website for data mining resources.
Major Academic Venues
Journals in data mining:
DMKD
,
TKDD
,
TKDE
,
KAIS
Journals in machine learning:
MLJ
,
JMLR
Journals in database:
http://www.informatik.uni-trier.de/~ley/db/journals/tods/index.htmlTODS
,
VLDBJ
Journals in information retrieval:
TOIS
,
IP&M
,
IRJ
Journals in web search and mining:
WWWJ
,
TOIT
,
TWeb
Conferences in data mining:
KDD
, ICDM, SDM, ECMLPKDD, PAKDD
Conferences in machine learning: ICML, NIPS, COLT
Conferences in database: SIGMOD,
VLDB
, ICDE
Conferences in information retrieval: SIGIR, CIKM
Conferences in web search and mining: WWW, WSDM
The end