islerya: Welcome to my homepage
Expand All Menu Nodes Collapse all Menu Nodes

EEM760: Genetic Optimization

Textbook Randy L. Haupt, Sue E. Haupt, "Practical Genetic Algorithms", 2nd edt, 2004
Reference Texts
  • Matlab User''s Guides of "Optimization Toolbox" and "Genetic Algortihm and Direct Search Toolbox"
  • David E. Goldberg, "Genetic Algoirtms in Search, Optimization, and Machine Learning", 1989
  • Wolfgang Banzhaf, Peter Nordin, Robert E. Keller, Frank D. Francone, "Genetic Programming", 2002
Grading Midterm (40%) and Final (60%)
Bu sayfaya yorum brakabilirsiniz :)
Contents
Week Subjects Files
#1 Basic concepts, Constraints, User-defined functions in Matlab, Least-Squares Method Presentation
#2 Gradient, Jacobian and Hessian Matrices, Using Optimization Toolbox in Matlab
#3 Optimization and Genetic Algorithm none yet
#4 Binary Genetic Algorithm none yet
#5 Continuous Genetic Algorithm none yet
#6 Scheme Theorem and Convergence none yet
#7 Basic Applications: Curve-fitting & Minimization problems none yet
#8 Basic Applications: Filter (FIR,IIR) design, Travelling salesman none yet
#9 Pattern Recognition Applications: Optimizing perceptron, Feature selection, Sample-size reduction none yet
#10 Hand out assignment #1: Solving an optimization problem in your field
Hand out assignment #2: Preparing a report and presentation to explain other natural optimization algorithms (Simulated annealing, Particle swarm, Ant colony, Artifical bee, Artificial immune system, Cultural algorithms, and Evolutionary strategies) by comparing the GA
none yet
#11 Future of Genetic Algorithms: Discussion session on advanced topics none yet
#12 Future of Genetic Algorithms: Discussion session on advanced topics none yet
#13 Handing in the reports and presenting posters of assignments #1 none yet
#14 Handing in the reports and presenting posters of assignments #2 none yet
Files