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Ukončeno v akademickém roce 2020/2021

Security Information Technology III.

Type of study Follow-up Master
Language of instruction Czech
Code 050-0010/01
Abbreviation BI3
Course title Security Information Technology III.
Credits 5
Coordinating department Department of Civil Protection
Course coordinator doc. Ing. Pavel Šenovský, Ph.D.

Osnova předmětu

1. Introduction to Safety informatics III
2. Data mining
3. Data classification
4. Decision rules
5. Decision trees and associative analysis
6. Bayes' theorem and its application
7. Neural networks and data mining
8. Evolutional algorithms and data mining
9. Introduction to industrial automatisation
10. SCADA and its usage
11. Real-time databases and data processing in industrial systems
12. Safety aspects of SCADA usage
13. Actual risks in the area of industrial automatisation

Povinná literatura

Hastie, T.; Tibshirani, R., Friedman, J. The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2nd ed. Springer, 2009, 745 pp., ISBN978-0387848570

Doporučená literatura

Han, J.; Kamber, M., Pei, J. Data Mining: Concepts and Techniques. 3rd ed. Morgan Kaufmann, 2011, 744 pp., ISBN 978-0123814791