Probability and Statistics
Code | Completion | Credits | Range | Language |
---|---|---|---|---|
818PST | Z,ZK | 5 | 3+1 | Czech |
- Garant předmětu:
- Lecturer:
- Tutor:
- Supervisor:
- Department of Software Engineering
- Synopsis:
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This one-semester course covers probability of random events in various probability spaces, conditional probability, properties of random variables, distribution function of random variables, mean value, variance and quantile of random variables, fundamental probability distribution of discrete and continuous random variables. Overview of basic statistics methods -confidence intervals, statistical hypothesis, linear regression, contingency table.
- Requirements:
- Syllabus of lectures:
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1.Overview of basic principals of probability
2.Random variables, probability density, probability functions, distribution functions, basic characteristics
3.Discrete and continuous probability distribution, properties and application
4.Specialized statistical probability distribution - Pearson, Student, Fischer
5.Random samples
6.Random sampling from a normal probability distribution
7.Confidence intervals and their construction
8.Hypothesis testing of normal distribution - single sample
9.Hypothesis testing of normal distribution - two samples
10.Hypothesis testing of other distributions. Dependent- and independent-sample t-test. Tests of correlation
11.Theoretical analysis of linear regression, methods of least squares, determination of systems of normal equations. Coefficient estimation.
12.Correlation analysis, co-variance, correlation coefficients, Spearman's coefficient
13.Contingency tables
14.Connectivity and application
- Syllabus of tutorials:
- Study Objective:
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The goal of the study is to gain knowledge of probability and mathematic statistics theory, and also their corect application to real problems.
- Study materials:
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Cihlář, J., Pelikán, Š.: Pravděpodobnost - cvičení, PF UJEP Ústí n/L 1996, skriptum
Cihlář, J.: Statistika, PF Ústí n/L 1982, skriptum
Cihlář, J., Pelikán, Š.: Statistika - cvičení, PF UJEP Ústí n/L 1987, skriptum
McClave, J. T., Dietrich, F.H.: Statistics, Dellen Publishing Compeny, San Francisco 1988
Hebák, P., Hustopecký, J.: Průvodce moderními statistickými metodami,SNTL Praha 1990
Riečan, B. a kol: Pravděpodobnosť a matematická štatistika, SNTL Praha 1984
- Note:
- Further information:
- No time-table has been prepared for this course
- The course is a part of the following study plans: