Summer Semester 2010/11
Winter Semester 2010/11
Winter Semester 2011/12
Summer Semester 2011/12
Winter Semester 2012/13
Information Systems and Databases MBM2S12006
Course content:
1. Systems classification
2. Areas of application
3. Programmes for data mining
4. Data exploration in databases, text and web data mining
5. Data cleaning, integration, transformation and reduction for data mining
6. Methods for extracting association rules
7. Clustering
8. Decision trees
9. Information systems
10. Incomplete Information Systems
11. Methods in AI using in data mining
12. New methods and their application from practical point of view
Learning outcomes: ability in creating new databases, extracting knowledge from them, using existing programmes and algorithms in practice
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Term 2012Z:
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(in Polish) Rodzaj przedmiotu
Course coordinators
Term 2010L: | Term 2010Z: | Term 2012Z: | Term 2011Z: |
Bibliography
a) basic references:
1.Larose D.T. (2006), Odkrywanie wiedzy z danych. Wprowadzenie do eksploracji danych, PWN, Warszawa.
2.Hand D., Mannila H., Smyth P.Eksploracja danych, WNT, Warszawa
b) supplementary references:
1. Data Mining: Concepts and Techniques, Jiawei Han, Micheline Kamber, Jian Pei, Morgan Kaufmann, 2005 (2 rozszerzone wydanie).
2.Introduction to Data Mining, Pan-Ning Tan, Michael Steinbach, Vipin Kumar, Addison Wesley 2006.
3.The Data Mining and Knowledge Discovery Handbook. Oded Maimon, Lior Rokach (red.) Springer 2005.
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Term 2012Z:
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Notes
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Term 2012Z:
None |