CSI6557-01 진화연산 2008년도 제 1학기
강의진 소개 담당 교수 조성배(공대 C515; 2123-2720; sbcho@cs.yonsei.ac.kr) 담당 조교 황금성(yellowg@sclab.yonsei.ac.kr) 웹 페이지 : http://sclab.yonsei.ac.kr/Courses/08EC 강의 시간 : 화6, 목6, 7 강의 장소 : A623 면담 시간 : 화7, 8
수업 교재 Textbook M. Mitchell, An Introduction to Genetic Algorithms, MIT Press, 1996 L. Fogel, Artificial Intelligence through Simulated Evolution, John Wiley & Sons, 1966 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 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 : 30% Term Project (Oral presentation is required) : Theoretical Issue (Analysis, Experiment, Simulation) : Originality Interesting Programming (Game, Demo, etc) : Performance Survey : Completeness
Course Schedule 1. An overview of EC 2. Genetic Algorithms: An Overview (M, chap 1) 3. Genetic Algorithms in Problem Solving (M, chap 2) 4. Genetic Algorithms in Scientific Models (M, chap 3) 5. Theoretical Foundations of Genetic Algorithms (M, chap 4) 6. Implementing a Genetic Algorithm (M, chap 5) 7. Co-evolution, Niching and speciation, Fitness sharing 8. 4/21 ~ 26 : Mid-term exam 9. Hybrid evolutionary systems (1) 10. Hybrid evolutionary systems (2) 11. Application 1 (Evolutionary games) 12. Application 2 (Evolutionary robotics) 13. Application 3 (Evolutionary agents) 14. Application 4 (Evolutionary multimedia) 15. Term project presentation 16. 6/16~21 : Final exam