Maximizing population diversity in single-objective optimization

Genetic and Evolutionary Computation Conference, GECCO'11

Volumn , Issue , 2011, Pages 641-648

  Ulrich, Tamara ^a   Thiele, Lothar ^a  

^a ETH ZURICH   (Switzerland)

Author keywords

Diversity in decision space

Indexed keywords

BRIDGE CONSTRUCTIONS; DECISION MAKERS; DECISION SPACE; HIGH-QUALITY SOLUTIONS; MULTI-OBJECTIVE PROBLEM; OBJECTIVE FUNCTIONS; OPTIMIZATION PROBLEMS; POPULATION DIVERSITY; SINGLE OBJECTIVE OPTIMIZATION; STRUCTURAL DIVERSITY;

BRIDGES; OPTIMIZATION;

EVOLUTIONARY ALGORITHMS;

EID: 84860411740     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2001576.2001665     Document Type: Conference Paper

References (20)

1. J. Bader. Hypervolume-Based Search for Multiobjective Optimization: Theory and Methods. PhD thesis, ETH Zurich, Switzerland, 2010.
2. D. Beasley, D. Bull, and R. Martin. A sequential niche technique for multimodal function optimization. Evol. Comput., 1:101-125, 1993.
3. L. Bui, J. Branke, and H. Abbass. Multiobjective optimization for dynamic environments. In CEC, 2005.
4. W. J. Conover. Practical Nonparametric Statistics. John Wiley, 3rd edition, 1999.
5. K. A. de Jong. An Analysis of the Behaviour of a Class of Genetic Adaptive Systems. PhD thesis, 1975.
6. K. Deb. Multi-Objective Optimization Using Evolutionary Algorithms. Wiley, 2001.
7. K. Deb and D. E. Goldberg. An investigation of niche and species formation in genetic function optimization. In Third international conference on Genetic algorithms, 1989.
8. K. Deb and S. Tiwari. Omni-optimizer: A generic evolutionary algorithm for single and multi-objective optimization. EJOR, 185(3):1062-1087, 2008. (Pubitemid 47498807)
9. A. E. Eiben and J. E. Smith. Introduction to Evolutionary Computing. Springer, 2003.
10. D. E. Goldberg and J. Richardson. Genetic algorithms with sharing for multimodal function optimization. In Second International Conference on Genetic algorithms and their application, 1987.
11. G. Harik. Finding multimodal solutions using restricted tournament selection. In Sixth International Conference on Genetic Algorithms, 1995.
12. Y. Jin and J. Branke. Evolutionary optimization in uncertain environments - a survey. Evol. Comput., 9(3):303 - 317, 2005. (Pubitemid 40871134)
13. S. A. Kauffman. Origins of Order: Self-Organization and Selection in Evolution. Oxford University Press, 1993.
14. S. W. Mahfoud. Crowding and preselection revisited. In PPSN, 1992.
15. D. Mitchell, B. Selman, and H. Levesque. Hard and easy distributions of sat problems. In AAAI, 1992.
16. A. Petrowski. A clearing procedure as a niching method for genetic algorithms. In IEEE International Conference on Evolutionary Computation, 1996.
17. A. Saha and K. Deb. A bi-criterion approach to multimodal optimization: Self-adaptive approach. In SEAL, 2010.
18. A. R. Solow and S. Polasky. Measuring bilological diversity. Environmental and Ecological Statistics, 1:95-103, 1994.
19. T. Ulrich, J. Bader, and L. Thiele. Defining and optimizing indicator-based diversity measures in multiobjective search. In PPSN, 2010.
20. X. Yu and M. Gen. Introduction to Evolutionary Algorithms. Springer, 2010.