University of Tsukuba | Grad. Scho. Syst. and Info. Eng. | Dept. Comp. Sci. | List of Courses
進化計算特論_E
Instructor(s)
Hitoshi Kanoh
E-Mail kanoh (at) cs.tsukuba.ac.jp
URL
Office hours E-mail appointment necessary
Cource# 01CH608
Area Intelligent System
Basic/Advanced
Course style Lecture
Term SprAB
Period Fri3,4
Room# 3B405
Keywords
Prerequisites Data Structure and Algorithms, Linear Algebra, Analysis
Goal
Outline Problem solving methods such as genetic algorithms, artificial life and particle swarm optimizations are explained.These are discussed from a practical point of view.
Course plan 1. Constraint Satisfaction Problems
2. Foundation of Genetic Algorithms (GA)
3. Improvement of GA
4. Extension of GA
5. Application of GA
6. Evorution Strategy and Genetic Programing
7. Evolutionary Computation and Multiobjective Problems
8. Artificial Life
9. Ant Colony Optimization
10. Particle Swarm Optimization
Textbook To be distributed in the class
References To be introduced, if necessary
Evaluation Based on discussion during the class, practice, and report.
TF / TA
Misc.
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