University of Tsukuba | Graduate School of SIE | Department of CS | Lectures | |||
Data Engineering I |
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Instructor Office hour |
Hiroyuki Kitagawa kitagawa@cs.tsukuba.ac.jp Laboratory of Advanced Research B, Room# 903, Monday 12:00-13:30 |
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Instructor Office hour |
Yoshiharu Ishikawa ishikawa@cs.tsukuba.ac.jp Laboratory of Advanced Research B, Room# 904, Monday 12:00-13:30 |
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Course number Field Form |
02CC022 Software Systems Lecture (including exercises) |
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Term Period Room |
2 Monday 4, 5 TBA |
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Outline | This lecture gives an overview of advanced data engineering techiniques, especially those used in data mining. First, a survery of basic database and information retrieval techniques is given. Then, various state of the art data mining techniques are discussed. | ||
Prerequisite | Basic knowledge about database and information retrieval is desirable. | ||
Class plan |
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Text | Handout is given in the class. | ||
References |
- J. Han and M. Kamber, Data Mining - Concepts and Techniques -, Morgan Kaufmann - S. Chakrabarti, Mining the Web, Morgan Kaufmann - T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning, Springer - C. Faloutsos, Searching Multimedia Databases by Content, Kluwer Academic Publishers |
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Evaluation | Assessment is done based on reports, answers to quizes, and exercises. | ||
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