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Special Methods of Data Analysis

Type of study Follow-up MasterMaster
Language of instruction Czech
Code 470-8542/01
Abbreviation SMAD
Course title Special Methods of Data Analysis
Credits 5
Coordinating department Department of Applied Mathematics
Course coordinator prof. Ing. Radim Briš, CSc.

Subject syllabus

Exploratory data analysis, types of variables, Exploratory analysis of single discrete and continuous variables, summarization of distributions.
Statistical inference. Point and interval estimation, hypothesis testing, pure significance tests, p-values, two sample tests, paired difference tests.
One factor analysis of variance, ANOVA table, multiple comparisons, post hoc analysis.
ANOVA for two factors.
Linear regression models, least squares estimation of)parameters and properties of the estimates.
Multiple regression models.

E-learning

Basic materials are available on the educator's website:
http://homel.vsb.cz/~bri10,
Teaching,
SMIP_PhD.zip

Literature

Briš R., Probability and Statistics for Engineers, 2011, electronics script, Project CZ.1.07/2.2.00/15.0132. Dostupné z http://homel.vsb.cz/~bri10/Teaching/Prob%20&%20Stat.pdf
Dummer R.M.; Introduction to Statistical Science, script of VŠB-TUO FEI, 1998, ISBN 80-7078-497-0

Advised literature

Briš R., Probability and Statistics for Engineers, 2011, electronics script, Project CZ.1.07/2.2.00/15.0132. Dostupné z http://homel.vsb.cz/~bri10/Teaching/Prob%20&%20Stat.pdf
James.L.Johnson; Probability and Statistics for Computer Science, Wiley 2003, ISBN 0-471-32672-0