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Volumn 71, Issue 4-6, 2008, Pages 801-812

Dynamic modular fuzzy neural classifier with tree-based structure identification

Author keywords

Decision trees; Modular multi net systems; Neuro fuzzy modeling; Pattern recognition; Structure identification

Indexed keywords

COMPUTER SIMULATION; DECISION TREES; EXPERT SYSTEMS; MATHEMATICAL MODELS; NEURAL NETWORKS; SET THEORY; SUPERVISED LEARNING;

EID: 38649130232     PISSN: 09252312     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.neucom.2007.03.009     Document Type: Article
Times cited : (4)

References (44)
  • 1
    • 0033110487 scopus 로고    scopus 로고
    • Modular neural networks: a survey
    • Auda G., and Kamel M. Modular neural networks: a survey. Int. J. Neural Syst. 9 2 (1999) 129-151
    • (1999) Int. J. Neural Syst. , vol.9 , Issue.2 , pp. 129-151
    • Auda, G.1    Kamel, M.2
  • 2
    • 38649119096 scopus 로고    scopus 로고
    • Simple fuzzy logic rules based on fuzzy decision tree for classification and prediction problem
    • Springer, Boston
    • Baldwin J.F., and Xie D. Simple fuzzy logic rules based on fuzzy decision tree for classification and prediction problem. IIP '04, IFIP International Federation for Information Processing vol. 163 (2005), Springer, Boston 175-184
    • (2005) IIP '04, IFIP International Federation for Information Processing , vol.163 , pp. 175-184
    • Baldwin, J.F.1    Xie, D.2
  • 6
    • 1242263791 scopus 로고    scopus 로고
    • A neuro-fuzzy scheme for simultaneous feature selection and fuzzy rule-based classification
    • Chakraborty D., and Pal N.R. A neuro-fuzzy scheme for simultaneous feature selection and fuzzy rule-based classification. IEEE Trans. Neural Networks 15 1 (2004) 110-123
    • (2004) IEEE Trans. Neural Networks , vol.15 , Issue.1 , pp. 110-123
    • Chakraborty, D.1    Pal, N.R.2
  • 7
    • 0033461670 scopus 로고    scopus 로고
    • Reliability parameters to improve combination strategies in multi-expert systems
    • Cordella L.P., Foggia P., Sansone C., Tortorella F., and Vento M. Reliability parameters to improve combination strategies in multi-expert systems. Pattern Anal. Appl. 2 (1999) 205-214
    • (1999) Pattern Anal. Appl. , vol.2 , pp. 205-214
    • Cordella, L.P.1    Foggia, P.2    Sansone, C.3    Tortorella, F.4    Vento, M.5
  • 8
    • 0024123145 scopus 로고
    • Adding a conscience to competitive learning
    • IEEE Press, Piscataway, NJ
    • Desieno D. Adding a conscience to competitive learning. Proceedings of ICNN'88 (1988), IEEE Press, Piscataway, NJ 117-124
    • (1988) Proceedings of ICNN'88 , pp. 117-124
    • Desieno, D.1
  • 10
    • 0029483035 scopus 로고
    • Initialization of neural networks by means of decision trees
    • Ivanova I., and Kubat M. Initialization of neural networks by means of decision trees. Knowl. Based Syst. 8 6 (1995) 333-344
    • (1995) Knowl. Based Syst. , vol.8 , Issue.6 , pp. 333-344
    • Ivanova, I.1    Kubat, M.2
  • 11
    • 0028739689 scopus 로고    scopus 로고
    • J.-S.R. Jang, Structure determination in fuzzy modeling: a fuzzy CART approach, in: Proceedings of IEEE International Conference on Fuzzy Systems, 1994, pp. 480-485.
    • J.-S.R. Jang, Structure determination in fuzzy modeling: a fuzzy CART approach, in: Proceedings of IEEE International Conference on Fuzzy Systems, 1994, pp. 480-485.
  • 12
    • 0000262562 scopus 로고
    • Hierarchical mixture of experts and the EM algorithm
    • Jordan M.I., and Jacobs R.A. Hierarchical mixture of experts and the EM algorithm. Neural Comput. 6 (1994) 181-214
    • (1994) Neural Comput. , vol.6 , pp. 181-214
    • Jordan, M.I.1    Jacobs, R.A.2
  • 13
    • 0004262910 scopus 로고    scopus 로고
    • Prentice-Hall, Englewood Cliffs, NJ
    • Kosko B. Fuzzy Engineering (1997)), Prentice-Hall, Englewood Cliffs, NJ
    • (1997) Fuzzy Engineering
    • Kosko, B.1
  • 15
    • 0034187785 scopus 로고    scopus 로고
    • Neuro-fuzzy rule generation: survey in soft computing framework
    • Mitra S., and Hayashi Y. Neuro-fuzzy rule generation: survey in soft computing framework. IEEE Trans. Neural Networks 2 3 (2000) 748-768
    • (2000) IEEE Trans. Neural Networks , vol.2 , Issue.3 , pp. 748-768
    • Mitra, S.1    Hayashi, Y.2
  • 16
    • 0036880603 scopus 로고    scopus 로고
    • Fuzzy decision tree, linguistic rules and fuzzy knowledge-based network: generation and evaluation
    • Mitra S., Konwar K.M., and Pal S.K. Fuzzy decision tree, linguistic rules and fuzzy knowledge-based network: generation and evaluation. IEEE Trans. Systems Man Cybern. Part C 32 4 (2002) 328-339
    • (2002) IEEE Trans. Systems Man Cybern. Part C , vol.32 , Issue.4 , pp. 328-339
    • Mitra, S.1    Konwar, K.M.2    Pal, S.K.3
  • 17
    • 0034492516 scopus 로고    scopus 로고
    • Evolutionary modular design of rough knowledge-based network using fuzzy attributes
    • Mitra S., Mitra P., and Pal S.K. Evolutionary modular design of rough knowledge-based network using fuzzy attributes. Neurocomputing 36 (2001) 45-66
    • (2001) Neurocomputing , vol.36 , pp. 45-66
    • Mitra, S.1    Mitra, P.2    Pal, S.K.3
  • 18
    • 0012318362 scopus 로고    scopus 로고
    • Modular neuro-fuzzy networks used in explicit and implicit knowledge integration
    • AAAI Press, California
    • Neagu C., and Palade V. Modular neuro-fuzzy networks used in explicit and implicit knowledge integration. Proceedings of FLAIRS'02 (2002), AAAI Press, California 277-281
    • (2002) Proceedings of FLAIRS'02 , pp. 277-281
    • Neagu, C.1    Palade, V.2
  • 19
    • 38649111928 scopus 로고    scopus 로고
    • On neurofuzzy and fuzzy decision tree approaches
    • Bouchon-Meunier B., Yager R.R., and Zadeh L.A. (Eds), Kluwer, Boston
    • Olaru C., and Wehenkel L. On neurofuzzy and fuzzy decision tree approaches. In: Bouchon-Meunier B., Yager R.R., and Zadeh L.A. (Eds). Information, Uncertainty and Fusion (2000), Kluwer, Boston 131-145
    • (2000) Information, Uncertainty and Fusion , pp. 131-145
    • Olaru, C.1    Wehenkel, L.2
  • 20
    • 0001421816 scopus 로고
    • Linguistic recognition system based on approximate reasoning
    • Pal S.K., and Mandal D.P. Linguistic recognition system based on approximate reasoning. Inf. Sci. 61 (1992) 135-161
    • (1992) Inf. Sci. , vol.61 , pp. 135-161
    • Pal, S.K.1    Mandal, D.P.2
  • 22
    • 15744387132 scopus 로고    scopus 로고
    • C. Pateritsas, M. Pertselakis, A. Stafylopatis, A SOM-based classifier with enhanced structure learning, in: Proceedings of IEEE SMC '04, vol. 5, 2004, pp. 4832-4837.
    • C. Pateritsas, M. Pertselakis, A. Stafylopatis, A SOM-based classifier with enhanced structure learning, in: Proceedings of IEEE SMC '04, vol. 5, 2004, pp. 4832-4837.
  • 23
    • 0036565201 scopus 로고    scopus 로고
    • Subsethood-product fuzzy neural inference system (SuPFuNIS)
    • Paul S., and Kumar S. Subsethood-product fuzzy neural inference system (SuPFuNIS). IEEE Trans. Neural Networks 13 3 (2002) 578-599
    • (2002) IEEE Trans. Neural Networks , vol.13 , Issue.3 , pp. 578-599
    • Paul, S.1    Kumar, S.2
  • 25
    • 0032122726 scopus 로고    scopus 로고
    • Conditional fuzzy clustering in the design of radial basis function neural networks
    • Pedrycz W. Conditional fuzzy clustering in the design of radial basis function neural networks. IEEE Trans. Neural Networks 9 4 (1998) 601-612
    • (1998) IEEE Trans. Neural Networks , vol.9 , Issue.4 , pp. 601-612
    • Pedrycz, W.1
  • 28
    • 0023417432 scopus 로고
    • Simplifying decision trees
    • Quinlan J.R. Simplifying decision trees. Int. J. Man-Mach. Stud. 27 (1987) 221-234
    • (1987) Int. J. Man-Mach. Stud. , vol.27 , pp. 221-234
    • Quinlan, J.R.1
  • 29
    • 33845292574 scopus 로고    scopus 로고
    • L. Rokach, O. Maimon, Decomposition methodology for classification tasks, in: Proceedings of IEEE International Conference on Granular Computing, Vol. 2, IEEE CS Press, 2005, pp. 636-641.
    • L. Rokach, O. Maimon, Decomposition methodology for classification tasks, in: Proceedings of IEEE International Conference on Granular Computing, Vol. 2, IEEE CS Press, 2005, pp. 636-641.
  • 30
    • 27844467756 scopus 로고    scopus 로고
    • Top-down induction of decision trees classifiers-a survey
    • Rokach L., and Maimon O. Top-down induction of decision trees classifiers-a survey. IEEE Trans. Syst. Man Cybern. Part C 35 4 (2005) 476-487
    • (2005) IEEE Trans. Syst. Man Cybern. Part C , vol.35 , Issue.4 , pp. 476-487
    • Rokach, L.1    Maimon, O.2
  • 31
    • 7444228672 scopus 로고    scopus 로고
    • Space decomposition in data mining: a clustering approach
    • Zhong N., et al. (Ed), Springer, Berlin/Heidelberg
    • Rokach L., Maimon O., and Lavi I. Space decomposition in data mining: a clustering approach. In: Zhong N., et al. (Ed). ISMIS 2003, LNAI 2871 (2003), Springer, Berlin/Heidelberg 24-31
    • (2003) ISMIS 2003, LNAI 2871 , pp. 24-31
    • Rokach, L.1    Maimon, O.2    Lavi, I.3
  • 32
    • 9444278050 scopus 로고    scopus 로고
    • A modular neural network architecture with additional generalization abilities for large input vectors
    • Springer, New York
    • Schmidt A., and Bandar Z. A modular neural network architecture with additional generalization abilities for large input vectors. Proceedings of ICANNGA '97 (1997), Springer, New York 40-43
    • (1997) Proceedings of ICANNGA '97 , pp. 40-43
    • Schmidt, A.1    Bandar, Z.2
  • 33
    • 3543087363 scopus 로고    scopus 로고
    • Hybrid Decision Tree Learners with Alternate Leaf Classifiers: An Empirical Study
    • AAAI Press, California
    • Seewald A.K., Petrak J., and Widmer G. Hybrid Decision Tree Learners with Alternate Leaf Classifiers: An Empirical Study. Proceedings of FLAIRS'01 (2001), AAAI Press, California 407-411
    • (2001) Proceedings of FLAIRS'01 , pp. 407-411
    • Seewald, A.K.1    Petrak, J.2    Widmer, G.3
  • 34
    • 0025508354 scopus 로고    scopus 로고
    • I.K. Sethi, Entropy Nets: From Decision Trees to Neural Networks, in: Proceedings of IEEE, Vol. 78, 1990, pp. 1605-1613.
    • I.K. Sethi, Entropy Nets: From Decision Trees to Neural Networks, in: Proceedings of IEEE, Vol. 78, 1990, pp. 1605-1613.
  • 35
    • 0032593208 scopus 로고    scopus 로고
    • On mapping decision trees and neural networks
    • Setiono R., and Leow W.K. On mapping decision trees and neural networks. Knowl. Based Syst. 12 (1999) 95-99
    • (1999) Knowl. Based Syst. , vol.12 , pp. 95-99
    • Setiono, R.1    Leow, W.K.2
  • 37
    • 0028370964 scopus 로고
    • Rule-base structure identification in an adaptive-network-based fuzzy inference system
    • Sun C.-T. Rule-base structure identification in an adaptive-network-based fuzzy inference system. IEEE Trans. Fuzzy Syst. 2 1 (1994) 64-73
    • (1994) IEEE Trans. Fuzzy Syst. , vol.2 , Issue.1 , pp. 64-73
    • Sun, C.-T.1
  • 38
    • 0036737109 scopus 로고    scopus 로고
    • GenSoFNN: a generic self-organizing fuzzy neural network
    • Tung W.L., and Quek C. GenSoFNN: a generic self-organizing fuzzy neural network. IEEE Trans. Neural Networks 13 5 (2002) 1075-1086
    • (2002) IEEE Trans. Neural Networks , vol.13 , Issue.5 , pp. 1075-1086
    • Tung, W.L.1    Quek, C.2
  • 39
    • 13844266752 scopus 로고    scopus 로고
    • Asymmetric subsethood-product fuzzy neural inference system (ASuPFuNIS)
    • Velayutham C.S., and Kumar S. Asymmetric subsethood-product fuzzy neural inference system (ASuPFuNIS). IEEE Trans. Neural Networks 16 1 (2005) 160-174
    • (2005) IEEE Trans. Neural Networks , vol.16 , Issue.1 , pp. 160-174
    • Velayutham, C.S.1    Kumar, S.2
  • 40
    • 0027632444 scopus 로고
    • On the hierarchical structure for fuzzy modeling and control
    • Yager R.R. On the hierarchical structure for fuzzy modeling and control. IEEE Trans. Fuzzy Syst. 23 (1993) 1189-1197
    • (1993) IEEE Trans. Fuzzy Syst. , vol.23 , pp. 1189-1197
    • Yager, R.R.1
  • 42
    • 0028385414 scopus 로고
    • Fuzzy Logic, Neural Networks, and Soft Computing
    • Zadeh L.A. Fuzzy Logic, Neural Networks, and Soft Computing. Commun. ACM 37 (1994) 77-84
    • (1994) Commun. ACM , vol.37 , pp. 77-84
    • Zadeh, L.A.1
  • 43
    • 0036832990 scopus 로고    scopus 로고
    • Hybrid decision tree
    • Zhou Z., and Chen C. Hybrid decision tree. Knowl. Based Syst. 15 (2002) 515-528
    • (2002) Knowl. Based Syst. , vol.15 , pp. 515-528
    • Zhou, Z.1    Chen, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.