Course: Advanced Optimization Techniques

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Course title Advanced Optimization Techniques
Course code KMA/PMOPT
Organizational form of instruction Lecture + Exercise
Level of course Master
Year of study not specified
Semester Winter
Number of ECTS credits 5
Language of instruction Czech
Status of course Compulsory, Compulsory-optional
Form of instruction Face-to-face
Work placements This is not an internship
Recommended optional programme components None
Lecturer(s)
  • Burkotová Jana, Mgr. Ph.D.
  • Machalová Jitka, doc. RNDr. Ph.D., MBA
Course content
unspecified

Learning activities and teaching methods
Monologic Lecture(Interpretation, Training), Dialogic Lecture (Discussion, Dialog, Brainstorming)
Learning outcomes
Prerequisites
unspecified

Assessment methods and criteria
Oral exam, Seminar Work

Recommended literature
  • A. Ben-Tal, L. El Ghaoui, A. Nemirovski. (2009). Robust Optimization.
  • F. Archetti. (2019). Bayesian optimization and data science.
  • J. R. Birge, F. Louveaux. (2011). Introduction to Stochastic Programming. New York.
  • K. Deb. (2008). Multi-Objective Optimization Using Evolutionary Algorithms.
  • K. Miettinen. (1998). Nonlinear Multiobjective Optimization.
  • M. J. Kochenderfer, T. A. Wheeler. (2019). Algorithms for Optimization. Cambridge.
  • S. Theodoridis. (2020). Machine Learning: A Bayesian and Optimization Perspective.


Study plans that include the course
Faculty Study plan (Version) Category of Branch/Specialization Recommended year of study Recommended semester
Faculty: Faculty of Science Study plan (Version): General Physics and Mathematical Physics (2026) Category: Physics courses 2 Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Science Study plan (Version): Applied Mathematics (2023) Category: Mathematics courses 2 Recommended year of study:2, Recommended semester: Winter
Faculty: Faculty of Science Study plan (Version): Mathematics (2026) Category: Mathematics courses 2 Recommended year of study:2, Recommended semester: Winter