CH557 진화연산 2003년도 제 2학기
강의진 소개 담당 교수 조성배(공대 C515; 2123-2720; sbcho@cs.yonsei.ac.kr) 담당 조교 김경중(uribyul@candy.yonsei.ac.kr) 웹 페이지 : http://sclab.yonsei.ac.kr/Courses/03EC 강의 시간 : 화5, 6, 목4 강의 장소 : C520 면담 시간 : 월7, 8
수업 교재 Textbook T. Back, D.B. Fogel and T. Michalewicz, Evolutionary Computation 1 & 2, IOP Publishing Co, 2000 D.E. Goldberg, Genetic Algorithms in Search, Optimization & Machine Learning, Addison Wesley, 1989 D.B. Fogel, Evolutionary Computation, IEEE Press, 1995 M. Mitchell, An Introduction to Genetic Algorithms, MIT Press, 1996 문병로, 유전알고리즘, 다성출판사, 2001 조성배, 유전자 알고리즘, 대청출판사, 1996 Related Conference Proceedings (CEC, GECCO, etc)
Evaluation Criteria Evaluation Criteria Term Project (written report and an oral presentation) : 50% Written Exam : 20% Homework (2 times) : 30% Term Project (Oral presentation is required) : Theoretical Issue (Analysis, Experiment, Simulation) : Originality Interesting Programming (Game, Demo, etc) : Performance Survey : Completeness
Homework Lists H/W #1 : (9/16 9/30) Diversity 유지를 위한 speciation 방법 구현 및 실험 H/W #2 : (10/7 10/21) Agent-based simulation 방법 구현 및 실험 Project : (10/28 12/16) 이론 : EHW, N-K landscape, evolvability, neutral evolution, coevolution, open-ended evolution, etc 데모 : Tierra, ECOsystem, NIPD, etc
Course Schedule 1. An overview of EC 2. Co-evolution 3. Niching and speciation 4. Fitness sharing 5. Evolutionary games 6. Learning classifier systems 7. Learning paradigms 8. 10/20~25 : Mid-term exam 9. Fast evolutionary optimization 10. Constraint handling 11. Penalty function method 12. Simulated annealing 13. Hybrid evolutionary systems 14. Evolutionary robotics 15. Term project presentation 16. 12/15~20 : Final exam