A probabilistic fuzzy learning system for pattern classification

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn , Issue , 2010, Pages 2336-2341

  Zhang, Geng ^a   Li, Han Xiong ^b  

^a CENTRAL SOUTH UNIVERSITY   (China)

^b CITY UNIVERSITY OF HONG KONG   (Hong Kong)

Author keywords

Intelligent learning; Probabilistic fuzzy classifier; Probabilistic fuzzy logic system; Probabilistic fuzzy set

Indexed keywords

CONFIDENCE LEVELS; EXPERT KNOWLEDGE; FUZZY CLASSIFICATION; FUZZY METHODS; FUZZY THEORY; FUZZY UNCERTAINTIES; INTELLIGENT LEARNING; PATTERN CLASSIFICATION; PROBABILISTIC FUZZY CLASSIFIERS; PROBABILISTIC FUZZY LOGIC SYSTEMS; PROBABILISTIC FUZZY SET; PROBABILISTIC METHODS; PROBABILISTIC PROPERTIES; PROCESS DATA; REAL-WORLD; STOCHASTIC ENVIRONMENT; VOTING METHOD;

CLASSIFIERS; CYBERNETICS; FUZZY INFERENCE; FUZZY SETS; PROBABILITY DENSITY FUNCTION; STOCHASTIC SYSTEMS;

PROBABILISTIC LOGICS;

EID: 78751479771     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2010.5641997     Document Type: Conference Paper

References (19)

1. Sergios Theodoridis, Konstantinos Koutroumbas, "Pattern Recognition (Fourth Edition)", China Machine Press. 2009
2. Andrew Y.Ng, Michael I. Jordan, "On discriminative vs. Generative classifiers: A comparison of logistic regression and naïve Bayes", Advances in Neural Information Processing Systems 14, VOLS 1 and 2, Volume 14, pp: 841-848, 2002
3. James C. Bezdek and Sankar K. Pal, Eds., "Fuzzy Models for Pattern Recognition", IEEE Press New York, 1992
4. M. L. Puri and D. A. Ralescu, "Fuzzy random variables", J. Math. Anal. Appl., Volume 114, pp:409-422, 1986
5. G.. de Cooman, D. Aeyels, "A random set description of a possibility measure and its natural extension", IEEE Trans on Syst. Man. Cybern, Part A, Volume 30, No 2, pp:124-130, 2000
6. C. Romer, A. Kandel, "Constraints on belief functions imposed by fuzzy random variables", IEEE Trans on Syst. Man. Cybern, Volume 25, No 1, pp:86-99, 1995
7. Colubi, A.; Fernandez-Garcia, C.; Gil, M. A. "Simulation of random fuzzy variables: an empirical approach to statistical/probabilistic studies with fuzzy experimental data", IEEE Trans on Fuzzy Systems, Volume 10, No 3, pp:384-390, 2002
8. Jonathan M. Garibaldi, Marcin Jaroszewski, Salang Musikasuwan, "New concepts related to non-stationary fuzzy sets", in Proceedings of the IEEE Conference on Fuzzy Systems (FUZZ-IEEE 2007), London, 2007, pp:1684-1689
9. Jan van den Berg, Uzay Kaymak, Willem-Max van den Bergh, "Fuzzy classification using probability-based rule weighting", Fuzzy Systems, 2002. FUZZ-IEEE'02. Proceedings of the 2002 IEEE International Conference, Volume:2, pp:991-996 12-17 May 2002
10. Nilesh N. Karnik, Jerry M. Mendel and Qilian Liang, "Type-2 fuzzy logic systems", IEEE Transations on Fuzzy Systems, Volume 7. No 6, pp: 643-658, 1999.
11. H. Hagras, "Type-2 FLCs: A new generation of fuzzy controllers", IEEE Computational Intelligence Magazine, Volume: 2, pp:30-43, 2007. (Pubitemid 46718756)
12. Qilian Liang, Jerry M. Mendel, "Interval type-2 fuzzy logic systems: theory and design", IEEE Transations on Fuzzy Systems, Volume 8, No 5, pp:535-550, 2000
13. Mendel, J.M.; John, R.I.; Liu, F.; "Interval Type-2 Fuzzy Logic Systems Made Simple", IEEE Transations on Fuzzy Systems, Volume 14, No 6, pp:808-821, 2006 (Pubitemid 46432460)
14. H. X. Li, X. X. Zhang, and S. Y. Li, "A Three-dimensional Fuzzy Control Methodology for a Class of Distributed Parameter System," IEEE Trans. Fuzzy Syst, vol.l5, no.3, pp. 470-481, 2007.
15. X. X. Zhang, H. X. Li, and S. Y. Li, "Analytical Study and Stability Design of Three-Dimensional Fuzzy Logic Controller for Spatially Distributed Dynamic Systems," IEEE Trans. Fuzzy Syst., vol. 16, no. 6, 2008.
16. Z.Liu & H.X.Li, "A probabilistic fuzzy logic system for modeling and control", IEEE Trans Fuzzy Systems, Volume 13, No 6, PP: 848-859, 2005.
17. H.X Li & Zhi Liu, "A probabilistic Neural-Fuzzy Learning System for Stochastic Modeling", IEEE Trans. on Fuzzy Systems, Volume 16, No 4, pp: 898-908, 2008
18. Stephen L. Chiu, "Fuzzy model identification based on cluster estimation", Journal of Intelligent and Fuzzy Systems, Volume 2, pp: 267-278, 1994.
19. K. Tanaka, M. Sano, and H. Watanabe, "Modeling and control of carbon monoxide concentration using a neuro-fuzzy technique," IEEEE Trans. Fuzzy Syst., Volume 3, No 3, pp.271-279, Aug. 1995