Data mining using parallel multi-objective evolutionary algorithms on graphics hardware

2010 IEEE World Congress on Computational Intelligence, WCCI 2010 - 2010 IEEE Congress on Evolutionary Computation, CEC 2010

Volumn , Issue , 2010, Pages

  Wong, Man Leung ^a   Cui, Geng ^a  

^a LINGNAN UNIVERSITY   (Hong Kong)

Author keywords

[No Author keywords available]

Indexed keywords

CONSTRAINED OPTIMIZATION PROBLEMS; DATA MINING APPLICATIONS; DIRECT MARKETING; GRAPHICS HARDWARE; LEARNING PROBLEM; MARKETING IS; MULTI OBJECTIVE EVOLUTIONARY ALGORITHMS; MULTI-OBJECTIVE OPTIMIZATION PROBLEM; PARALLEL HYBRID-GENETIC ALGORITHMS; POTENTIAL CUSTOMERS; RESOURCE CONSTRAINT;

ARTIFICIAL INTELLIGENCE; CONSTRAINED OPTIMIZATION; DATA MINING; MARKETING; MULTIOBJECTIVE OPTIMIZATION; PROFITABILITY;

EVOLUTIONARY ALGORITHMS;

EID: 79959461657     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2010.5586161     Document Type: Conference Paper

References (31)

1. Thomas Philip Runarsson and Xin Yao, "Search Biases in Constrained Evolutionary Optimization," IEEE Transactions on Systems, Man, and Cybernetics - Part C, vol. 35, no. 2, pp. 233-243, May 2005.
2. Yong Wang, Zixing Cai, Guanqi Guo, and Yuren Zhou, "Multiobjective Optimization and Hybrid Evolutionary Algorithm to Solve Constrained Optimization Problems," IEEE Transactions on Systems, Man, and Cybernetics - Part B, vol. 37, no. 3, pp. 560-575, June 2007.
3. M. L. Wong, T. T. Wong, and K. L. Fok, "Parallel Hybrid Genetic Algorithms on Consumer-level Graphics Hardware," in Proceedings of the 2006 Congress on Evolutionary Computation (CEC'2006), July 2006, pp. 10330-10337.
4. Siddhartha Bhattacharyya, "Direct marketing performance modeling using genetic algorithms," INFORMS J. on Computing, vol. 11, no. 3, pp. 248-257, 1999.
5. F. J. Mulhern, "Customer profitability analysis: Measurement, concentration, and research directions," Journal of Interactive Marketing, vol. 13, no. 1, pp. 25-40, 1999.
6. J. R. Bult and T. Wansbeek, "Optimal selection for direct mail," Management Science, vol. 14, no. 4, pp. 1362-1381, 1995.
7. Geng Cui and Man Leung Wong, "Implementing neural networks for decision support in direct marketing," International Journal of Market Research, vol. 46, no. 2, pp. 1-20, 2004.
8. Lian Yan and Patrick Baldasare, "Beyond Classification and Ranking: Constrained Optimization of the ROI," in Proceedings of the 12th ACM SIGKDD international conference on knowledge discovery and data mining, 2006, pp. 948-953.
9. Kalyanmoy Deb, Multi-Objective Optimization using Evolutionary Algorithms, John Wiley & Sons, 2001.
10. Carlos A. Coello Coello, Gregorio Toscano Pulido, and Maximino Salazar Lechuga, "Handling Multiple Objectives With Particle Swarm Optimization," IEEE Transactions on Evolutionary Computation, vol. 8, no. 3, pp. 256-279, June 2004.
11. Joshua D. Knowles and David W. Corne, "Properties of an Adaptive Archiving Algorithm for Storing Nondominated Vectors," IEEE Transactions on Evolutionary Computation, vol. 7, no. 2, pp. 100-116, April 2003.
12. Jeffrey Horn, Nicholas Nafpliotis, and David E. Goldberg, "A Niched Pareto Genetic Algorithm for Multiobjective Optimization," in Proceedings of the First IEEE Conference on Evolutionary Computation, IEEE World Congress on Computational Intelligence, June 1994, vol. 1, pp. 82-87.
13. Eckart Zitzler and Lothar Thiele, "Multiobjective Evolutionary Algorithms: A Comparative Case Study and the Strength Pareto Approach," IEEE Transactions on Evolutionary Computation, vol. 3, no. 4, pp. 257-271, November 1999.
14. Eckart Zitzler, Marco Laumanns, and Lothar Thiele, "SPEA2: Improving the Strength Pareto Evolutionary Algorithm," in EUROGEN 2001. Evolutionary Methods for Design, Optimization and Control with Applications to Industrial Problems, K. Giannakoglou, D. Tsahalis, J. Periaux, P. Papailou, and T. Fogarty, Eds., 2002, pp. 95-100.
15. Kalyanmoy Deb, Amrit Pratap, Sameer Agarwal, and T. Meyarivan, "A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II," IEEE Transactions on Evolutionary Computation, vol. 6, no. 2, pp. 182-197, April 2002.
16. Joshua D. Knowles and David W. Corne, "Approximating the Nondominated Front Using the Pareto Archived Evolution Strategy," Evolutionary Computation, vol. 8, no. 2, pp. 149-172, 2000.
17. David W. Corne, Nick R. Jerram, Joshua D. Knowles, and Martin J. Oates, "PESA-II: Region-based Selection in Evolutionary Multiobjective Optimization," in Proceedings of the Genetic and Evolutionary Computation Conference (GECCO'2001), 2001, pp. 283-290.
18. Gary G. Yen and Haiming Lu, "Dynamic Multiobjective Evolutionary Algorithm: Adaptive Cell-Based Rank and Density Estimation," IEEE Transactions on Evolutionary Computation, vol. 7, no. 3, pp. 253-274, June 2003.
19. nVidia, "NVIDIA CUDAtm Programming Guide Version 2.3," http://developer.nvidia.com/object/cuda.html, 2009.
20. K. L. Fok, T. T. Wong, and M. L. Wong, "Evolutionary Computing on Consumer-level Graphics Hardware," IEEE Intelligent Systems, vol. 22, no. 2, pp. 69-78, 2007.
21. M. L. Wong, T. T. Wong, and K. L. Fok, "Parallel Evolutionary Algorithms on Graphics Processing Unit," in Proceedings of the 2005 Congress on Evolutionary Computation (CEC'2005), September 2005, pp. 2286-2293.
22. Simon Harding and Wolfgang Banzhaf, "Fast Genetic Programming on GPUs," in Proceedings of the 10th European Conference on Genetic Programming (EuroGP'2007), April 2007, pp. 90-101.
23. W. B. Langdon, "Evolving GeneChip Correlation Predictors on Parallel Graphics Hardware," in Proceedings of the 2008 Congress on Evolutionary Computation (CEC'2008), June 2008, pp. 4152-4157.
24. Denis Robilliard, Virginie Marion-Poty, and Cyril Fonlup, "Population Parallel GP on the G80 GPU," in Proceedings of the 11th European Conference on Genetic Programming (EuroGP'2008), April 2008, pp. 98-109.
25. W. B. Langdon and W. Banzhaf, "A SIMD Interpreter for Genetic Programming on GPU Graphics Cards," in Proceedings of the 11th European Conference on Genetic Programming (EuroGP'2008), April 2008, pp. 73-85.
26. Darren M. Chitty, "A Data Parallel Approach to Genetic Programming Using Programmable Graphics Hardware," in GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation, July 2007, vol. 2, pp. 1566-1573.
27. G. Wilson and W. Banzhaf, "Linear Genetic Programming GPGPU on Microsoft's Xbox 360," in Proceedings of the 2008 Congress on Evolutionary Computation (CEC'2008), June 2008, pp. 378-385.
28. Man Leung Wong, "Parallel Multi-Objective Evolutionary Algorithms on Graphics Processing Units," in GECCO-2009: Proceedings of the Genetic and Evolutionary Computation Conference, 2009, pp. 2515-2522.
29. Olivia Parr Rud, Data Mining Cookbook: modeling data for marketing, risk and customer relationship management, Wiley, 2001.
30. Moninder Singh, Learning Bayesian Networks for Solving Real-World Problems, Ph.D. thesis, University of Pennsylvania, 1998.
31. J. Zahavi and N. Levin, "Applying neural computing to target marketing," Journal of Direct Marketing, vol. 11, no. 4, pp. 76-93, 1997.