Parallel learning of large fuzzy cognitive maps

IEEE International Conference on Neural Networks - Conference Proceedings

Volumn , Issue , 2007, Pages 1584-1589

  Stach, Wojciech ^a   Kurgan, Lukasz ^a   Pedrycz, Witold ^a  

^a UNIVERSITY OF ALBERTA   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BENCHMARKING; COGNITIVE SYSTEMS; COMPUTATIONAL COMPLEXITY; COMPUTER NETWORKS; CONFORMAL MAPPING; DIESEL ENGINES; EDUCATION; FUZZY NEURAL NETWORKS; FUZZY RULES; FUZZY SYSTEMS; GENETIC ALGORITHMS; LARGE SCALE SYSTEMS; MAPS; OPTICAL PROJECTORS; PARALLEL ALGORITHMS; POPULATION STATISTICS; SCALABILITY; SPEED;

LEARNING METHODS; PARALLELIZATION;

NEURAL NETWORKS;

EID: 51749095932     PISSN: 10987576     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2007.4371194     Document Type: Conference Paper

References (25)

1. E. Alba, F. Luna, A. J. Nebro, and J. M. Troya, "Parallel heterogeneous genetic algorithms for continuous optimization," Parallel Computing, vol. 30, no. 5-6, pp. 699-719, 2004
2. G. A. Banini, and R. A. Bearman, "Application of fuzzy cognitive maps to factors affecting slurry rheology," Int. Journal of Mineral Processing, vol. 52, no. 4, 1998
3. E. Cantú-Paz, "A survey of parallel genetic algorithms," Calculateurs Parallèles, vol. 10, no. 2, pp. 141-171, 1998
4. E. Cantú-Paz, Efficient and Accurate Parallel Genetic Algorithms, Kluwer Academic Publishers, 2000
5. K. Deb, An Introduction to Genetic Algorithms, SADHANA, 1999
6. R. Giordano, G. Passarella, V. F. Uricchio, and M. Vurro, "Fuzzy cognitive maps for issue identification in a water resources conflict resolution system," Physics and Chemistry of the Earth, vol. 30, no. 6-7 (Special Issue), pp. 463-469, 2005
7. D. E. Goldberg, Genetic Algorithms in Search, Optimization, and Machine Learning, Addison-Wesley, 1989
8. A. Grama, A. Gupta, G. Karypis, and V. Kumar, Introduction to Parallel Computing, Addison Wesley, 2003
9. F. Herrera , M. Lozano , and J. L. Verdegay, "Tackling real-coded genetic algorithms: operators and tools for behavioural analysis," Artificial Intelligence Review, vol. 12, no. 4, pp. 265-319, 1998
10. P. R. Innocent, and R. I. John, "Computer aided fuzzy medical diagnosis," Information Sciences, vol. 162, no. 2, pp. 81-104, 2004
11. D. Kardaras, and G. Mentzas, "Using fuzzy cognitive maps to model and analyse business performance assessment," in Advances in Industrial Engineering Applications and Practice II, J. Chen, and A. Mital, (Eds), pp. 63-68, 1997
12. M. Khan, and M. Quaddus, "Group decision support using fuzzy cognitive maps for causal reasoning," Group Decision and Negotiation Journal, vol. 13, no. 5, pp. 463-480, 2004
13. Z. Konfršt, "Parallel genetic algorithms: advances, computing trends, applications and perspectives," Int. Parallel and Distributed Processing Symposium, vol. 18, pp. 2303-2310, 2004
14. B. Kosko, "Fuzzy cognitive maps," Int. Journal of Man-Machine Studies, vol. 24, pp. 65-75, 1986
15. T. J. LeBlanc, and E. P. Markatos, "Shared memory vs. message passing in shared-memory multiprocessors," IEEE Symposium on Parallel and Distributed Processing, pp. 254-263, 1992
16. K. C. Lee, W. J. Lee, O. B. Kwon, J. H. Han, and P. I. Yu, "Strategic planning simulation based on fuzzy cognitive map knowledge and differential game," Simulation, vol. 71, no. 5, pp. 316-327, 1998
17. E. I. Papageorgiou, C. D. Stylios, and P. P. Groumpos, "Fuzzy cognitive map learning based on nonlinear Hebbian rule," In: T. D. Gedeon, and L. C. C. Fung, (Eds.), Lecture Notes in Artificial Intelligence, Springer-Verlag, vol. 2903, pp. 254-266, 2003.
18. W. Stach, L. Kurgan, and W. Pedrycz, "Higher-order fuzzy cognitive maps," North American Fuzzy Information Processing Society Conference (NAFIPS'06), 2006
19. W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, "Genetic learning of fuzzy cognitive maps," Fuzzy Sets and Systems, vol. 153, no. 3, pp. 371-401, 2005
20. W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, "Learning fuzzy cognitive maps with required precision using genetic algorithm approach," Electronics Letters, vol. 40, no. 24, pp. 1519-1520, 2004
21. W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, "Parallel fuzzy cognitive maps as a tool for modeling software development project," North American Fuzzy Information Processing Society Conference (NAFIPS'04), pp. 28-33, 2004
22. W. Stach, L. A. Kurgan, and W. Pedrycz, "A survey of fuzzy cognitive map learning methods," In: P. Grzegorzewski, M. Krawczak, and S. Zadrozny, (Eds.), Issues in Soft Computing: Theory and Applications, Exit, pp. 71-84, 2005
23. M. A. Styblinski, and B. D. Meyer, "Signal flow graphs versus fuzzy cognitive maps in application to qualitative circuit analysis," Int. Journal of Man-Machine Studies, vol. 35, pp. 175-186, 1991
24. D. Whitley, "A genetic algorithm tutorial," Statistics and Computing, vol. 4, pp. 65-85, 1994
25. C. Xavier, and S. S. Iyengar, Introduction to Parallel Algorithms, Wiley-Interscience, 1998