470-4403/02 – Statistics III (STA3)
Gurantor department | Department of Applied Mathematics | Credits | 4 |
Subject guarantor | prof. Ing. Radim Briš, CSc. | Subject version guarantor | prof. Ing. Radim Briš, CSc. |
Study level | undergraduate or graduate | Requirement | Optional |
Year | 2 | Semester | summer |
| | Study language | English |
Year of introduction | 2015/2016 | Year of cancellation | 2023/2024 |
Intended for the faculties | FEI | Intended for study types | Follow-up Master |
Subject aims expressed by acquired skills and competences
Gemeral linear statistical models - introduction.
Teaching methods
Lectures
Tutorials
Project work
Summary
Purpose: to introduce the general theory of linear statistical models; present standard methods of parameter estimation, testing, model building, and evaluation; to develop skills in implementing and interpreting standard statistical software for data analysis.
Compulsory literature:
Recommended literature:
Additional study materials
Way of continuous check of knowledge in the course of semester
2 tests, max 20 points.
E-learning
Other requirements
Semestral project under leadership of responsible teachers.
Prerequisities
Subject has no prerequisities.
Co-requisities
Subject has no co-requisities.
Subject syllabus:
Topics:
Multivariate normal distribution.
Full rank linear model.
Model building.
Box-Cox transformation.
Generalized linear models.
Logistic regression.
Bayes methods.
Bayes decision making.
Analysis of covariance.
Conditions for subject completion
Occurrence in study plans
Occurrence in special blocks
Assessment of instruction