Below you can see the schedule for winter semester 2020/21. The linked lecture materials come from previous runs of the course, and they can (and probably will) be updated during the actual semester. The order of lectures can change.
Lecturers:
The order and contents of the lectures can change, including the competencies!
Competencies you should get after each lecture.
datum | č.t. | S/L | Lecturer | Contents | Materials | Reading |
---|---|---|---|---|---|---|
21.09. | 1. | L | PP | Optimization. Local search and evolutionary algorithms. | Slides. To print. | Chapters 1, 2, intro of 3 and 3.2 from [Luke2009] |
PP | Lecture in the exercise time slot: Successful applications of EAs. | applications_of_eas_-_2019.pptx, applications_of_eas_-_2019.pdf | ||||
28.09. | 2. | S | Holiday. | |||
05.10. | 3. | L | JK | Discrete EAa. Binary representation, permutations. | a0m33eoa_sga.pdf, MTSP video | Chapters 3.2, 3.3, 4.1 from [Luke2009]. |
12.10. | 4. | S | PP | EAs with real representation. | Slides. To print. | Chapters 3.1, 3.2, 3.4, 4.1, 9.2.3 from [Luke2009]. |
19.10. | 5. | L | PP | EA with real representation (part 2). Other types of metaheuristics: PSO. ACO. | Slides. To print. | Chapters 3.4, 3.5 and 8 (esp. 8.3) from [Luke2009]. |
26.10. | 6. | S | PP | No Free Lunch. Comparing performance of EAs. | Slides. To print. | Chapter 11 from [Luke2009], esp. 11.1 - 11.2. |
02.11. | 7. | L | JK | Multiobjective optimization. Dominance, Pareto optimality. NSGAII, SPEA2. | a0m33eoa_moea.pdf , Examples of real applications | Chapter 7 from [Luke2009]. |
09.11. | 8. | S | JK | Constraints. Penalization, stochastic ranking, multiobjective approach. | a0m33eoa_constrainthandling.pdf | |
16.11. | 9. | L | JK | Genetic programming. Basic principles and applications. | a0m33eoa_geneticprogramming.pdf | Chapters 3.3.3, 4.3 from [Luke2009]. |
23.11. | 10. | S | JK | Grammatical evolution, Cartesian GP. | a0m33eoa_ge.pdf, ge_adfs.pdf, a0m33eoa_cgp.pdf | |
30.11. | 11. | L | PP | Estimation of Distribution Algorithms. | Slides. To print. | Chapter 9 from [Luke2009]. |
07.12. | 12. | S | PP | Parallel EAs, coevolution. | Slides. To print. | Chapters 5 and 6 from [Luke2009]. |
14.12. | 13. | L | JK | Issues with GP - “bloat” and diversity preservation. Parameters of EAs: tuning and adaptation. | a0m33eoa_bloat_2020.pdf, a0m33eoa_parametercontrol_paramils.pdf, a0m33eoa_frace_final.pdf | |
04.01. | 15. | L | PP, JK | Presentations of semestral tasks. |