Course detail
Models of regression
FAST-DA64Acad. year: 2020/2021
multidimensional normal distribution, conditional probability distribution
regression function
linear regression model
nonlinear regression model
analysis of variance
factor analysis
The use of statistical system STATISTICA and EXCEL for regression analysis.
Supervisor
Department
Institute of Mathematics and Descriptive Geometry (MAT)
Learning outcomes of the course unit
Not applicable.
Prerequisites
Subjects taught in the course DA03, DA62 - Probability and mathematical statistics
Basics of the theory of probability, mathematical statistics and linear algebra - the normal distribution law, numeric characteristics of random variables and vectors and their point and interval estimates, principles of the testing of statistical hypotheses, solving a system of linear equations, inverse to a matrix.
Co-requisites
Not applicable.
Recommended optional programme components
Not applicable.
Recommended or required reading
ANDĚL, J.: Matematická statistika. SNTL/ALFA Praha 1978
HEBÁK, P., HUSTOPECKÝ, J., MALÁ, I: Vícerozměrné statistické metody 1,2.3. INFORMATORIUM PRAHA 2007
ANDĚL, J.: Statistické metody. MATFYZPRESS PRAHA 2007
MELOUN, M., MILITKÝ, J.: Statistické zpracování experimentálních dat. PLUS Praha 1994
WALPOLE, R.E., MYERS, R.H.: Probability and Statistics for Engineers and Scientists. Macmillan Publishing Company New York 1990
Planned learning activities and teaching methods
Not applicable.
Assesment methods and criteria linked to learning outcomes
Not applicable.
Language of instruction
Czech
Work placements
Not applicable.
Course curriculum
1. Multidimensional normal distribution, conditional probability distribution.
2. Regression function.
3. - 5. Linear regression model.
5.-7. General linear regression model.
8. Singular linear regression model.
9.-10. Analysis of variance.
11.-12.Factor analysis.
13. Nonlinear regression model.
Aims
To provide the students with knowledge needed for sophisticated applications of statistical methods.
Specification of controlled education, way of implementation and compensation for absences
Extent and forms are specified by guarantor’s regulation updated for every academic year.
Classification of course in study plans
- Programme D-K-E-SI (N) Doctoral
branch PST , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-C-SI (N) Doctoral
branch PST , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-C-SI (N) Doctoral
branch PST , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-E-SI (N) Doctoral
branch PST , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-E-SI (N) Doctoral
branch MGS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-E-SI (N) Doctoral
branch MGS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-C-SI (N) Doctoral
branch KDS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-C-SI (N) Doctoral
branch KDS , 2. year of study, winter semester, 10 credits, compulsory-optional
branch MGS , 2. year of study, winter semester, 10 credits, compulsory-optional - Programme D-K-C-SI (N) Doctoral
branch MGS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-E-SI (N) Doctoral
branch FMI , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-C-SI (N) Doctoral
branch FMI , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-E-SI (N) Doctoral
branch FMI , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-C-SI (N) Doctoral
branch FMI , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-E-SI (N) Doctoral
branch KDS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-E-SI (N) Doctoral
branch KDS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-E-SI (N) Doctoral
branch VHS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-E-SI (N) Doctoral
branch VHS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-C-SI (N) Doctoral
branch VHS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-C-SI (N) Doctoral
branch VHS , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-K-C-GK Doctoral
branch GAK , 2. year of study, winter semester, 10 credits, compulsory-optional
- Programme D-P-C-GK Doctoral
branch GAK , 2. year of study, winter semester, 10 credits, compulsory-optional