Data Mining
[Course Information] [Slides] {Erratum} [Assignments] [Links]
Course Information
Course code: |
081202B03 |
To: |
M.Sc. students of Department of Computer Science & Technology, Nanjing University |
Number of students: |
100 |
Classroom: |
Rm 3-204, Yifu Building |
Class time: |
10:10 - 12:00, Wednesday |
Textbook: |
J. Han and M. Kamber. Data Mining: Concepts and Techniques, 2nd edition, Morgan Kaufmann, 2006. |
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1st edition, 2000 ; a review of the 1st edition; erratum to the 1st edition |
Main reference books: |
[1] P.-N. Tan, M. Steinbach, V. Kumar. Introduction to Data Mining, Addison-Wesley, 2006. |
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[2] I. H. Witten and E. Frank. Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations, 2nd edition, Morgan Kaufmann, 2005. 1st edition, 2000 |
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[3] D. Hand, H. Mannila, and P. Smyth. Principles of Data Mining, MIT Press, 2001. |
Teaching Assistant: |
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Grading: |
Final exam (50%) + assignment1 (25%) + assignment2 (25%) |
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[Chapter1 ] [Chapter2] [Chapter 3] [Chapter 4] [Chapter 5] [Chapter 6]
Note: The "Chapters" are slightly different from those in the textbook. The slides of each chapter will be put here after the chapter is finished
Introduction |
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Data Cube and OLAP |
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Data Preprocessing |
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Association |
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Classification and Regression |
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Clustering |
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Deadline: 20:00, Oct.29 (Wednesday), 2008 |
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Deadline: 20:00, Nov.26 (Wednesday), 2008 |
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Data mining courses at:
If you know some link that can be added (the contents should be in English; currently this list does not include machine learning courses), please let me know.
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