Terminated in academic year 2022/2023

Data Analysis IV

Type of study	Follow-up Master
Language of instruction	Czech
Code	460-4102/01
Abbreviation	MAD IV
Course title	Data Analysis IV
Credits	4
Coordinating department	Department of Computer Science
Course coordinator	prof. Ing. Jan Platoš, Ph.D.

Subject syllabus

Machine learning
Bayesian networks
Reinforcement learning
Bagging
Boosting
Stacking
complex network
Ranking
Analysis of tensor data
Graph databases
Data visualization

Literature

Han Jiawei; Kamber Micheline; Pei Jian, Data Mining, The Morgan Kaufmann Series in Data Management Systems, 3rd edition, 2011.
Mohammed J. Zaki, Wagner Meira. Data Mining and Analysis: Fundamental Concepts and Algorithms. Cambridge University Press, 2014
Langville, Amy N.; Meyer, Carl D. D. Who's #1?: The Science of Rating and Ranking. Princeton University Press. 2012.
Robinson, Ian; Webber, Jim; Eifrem. Graph Databases. O'Reilly Media. 2013.
Murphy, Kevin P. Machine Learning: A Probabilistic Perspective.The MIT Press. 2013.

Advised literature

D. Skillicorn, Understanding Complex datasets: data mining with matrix decompositions, Chapman & Hall/CRC, 2007.

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