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Volumn 3, Issue 2, 2002, Pages 167-201

From synapses to rules

Author keywords

Fuzzy relaxations; Hybrid systems; Learning fitness; Rule extraction; Symbolic feedbacks; Understandable learning

Indexed keywords

ACCURACY; ALGORITHM; ANALYTICAL ERROR; ANALYTICAL PARAMETERS; ARTIFICIAL NEURAL NETWORK; AUDITORY STIMULATION; CALCULATION; CLASSIFICATION; CONTROLLED STUDY; DATA ANALYSIS; EMOTION; ENTROPY; HYPOTHESIS; LEARNING; PRIORITY JOURNAL; PROBABILITY; REVIEW; SOCIAL INTERACTION; STATISTICAL ANALYSIS; SYMBOLISM; THEORETICAL MODEL; VISUAL STIMULATION;

EID: 2442501174     PISSN: 13890417     EISSN: None     Source Type: Journal    
DOI: 10.1016/S1389-0417(01)00057-2     Document Type: Article
Times cited : (13)

References (36)
  • 1
    • 0016355478 scopus 로고
    • A new look at the statistical model identification
    • Akaike H. A new look at the statistical model identification IEEE Transactions on Automatic Control 19 1985 716-723
    • (1985) IEEE Transactions on Automatic Control , vol.19 , pp. 716-723
    • Akaike, H.1
  • 2
    • 0004986173 scopus 로고
    • Rule extraction from constrained error backpropagation mlp
    • Proc. 5th Australian Conference on Neural Networks, Queensland
    • Andrews R. Geva S. Rule extraction from constrained error backpropagation mlp Proc. 5th Australian Conference on Neural Networks, Queensland 1994 9-12
    • (1994) , pp. 9-12
    • Andrews, R.1    Geva, S.2
  • 3
    • 0042799215 scopus 로고
    • Inserting and extracting knowledge from constrained backpropagation network
    • Proc. 6th Australian Conference on Neural Networks, Sidney
    • Andrews R. Geva S. Inserting and extracting knowledge from constrained backpropagation network Proc. 6th Australian Conference on Neural Networks, Sidney 1995 29-32
    • (1995) , pp. 29-32
    • Andrews, R.1    Geva, S.2
  • 4
    • 2442585731 scopus 로고    scopus 로고
    • PAC meditation on boolean formulas
    • Technical report, Università degli Studi di Milano
    • Apolloni, B., Baraghini, F., & Palmas, G. (2000a). PAC meditation on boolean formulas. Technical report, Università degli Studi di Milano.
    • (2000)
    • Apolloni, B.1    Baraghini, F.2    Palmas, G.3
  • 5
    • 0031072926 scopus 로고    scopus 로고
    • Pac learning of concept classes through the boundaries of their items
    • Apolloni B. Chiaravalli S. Pac learning of concept classes through the boundaries of their items Theoretical Computer Science 172 1997 91-120
    • (1997) Theoretical Computer Science , vol.172 , pp. 91-120
    • Apolloni, B.1    Chiaravalli, S.2
  • 6
    • 0034905723 scopus 로고    scopus 로고
    • Gaining degrees of freedom in subsymbolic learning
    • Apolloni B. Malchiodi D. Gaining degrees of freedom in subsymbolic learning Theoretical Computer Science 255 2001 295-321
    • (2001) Theoretical Computer Science , vol.255 , pp. 295-321
    • Apolloni, B.1    Malchiodi, D.2
  • 8
    • 0033713598 scopus 로고    scopus 로고
    • A general framework for symbol and rule extraction in neural networks
    • Amari, S., Lee Giles, C., Gori, M., & Piari, V., editors II-87 Los Alamitos. IEEE Computer Society. IEEE Transactions on Neural Networks, submitted
    • Apolloni, B., Orovas, C., Taylor, J. G., Fellenz, W., Gielen, S., & Westerdijk, M. (2000c) A general framework for symbol and rule extraction in neural networks. In Amari, S., Lee Giles, C., Gori, M., & Piari, V., editors, Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks - IJCNN 2000, pp. II-87, II-92, Los Alamitos. IEEE Computer Society. IEEE Transactions on Neural Networks, submitted.
    • (2000) Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks - IJCNN 2000
    • Apolloni, B.1    Orovas, C.2    Taylor, J.G.3    Fellenz, W.4    Gielen, S.5    Westerdijk, M.6
  • 10
    • 0032594941 scopus 로고    scopus 로고
    • Subsymbolically managing pieces of symbolical functions for sorting
    • Apolloni B. Zoppis I. Subsymbolically managing pieces of symbolical functions for sorting IEEE Transactions on Neural Networks 10 5 1999 1099-1122
    • (1999) IEEE Transactions on Neural Networks , vol.10 , Issue.5 , pp. 1099-1122
    • Apolloni, B.1    Zoppis, I.2
  • 16
    • 0037922103 scopus 로고
    • Connectionism, symbol grounding, and autonomous agents
    • Boulder, CO
    • Doffner, G., & Prem, E. (1993). Connectionism, symbol grounding, and autonomous agents. In Proc. 19th ACM Symp. Theory of Computing. Boulder, CO, pp. 144-148.
    • (1993) Proc. 19th ACM Symp. Theory of Computing , pp. 144-148
    • Doffner, G.1    Prem, E.2
  • 17
    • 0023962833 scopus 로고    scopus 로고
    • Connectionist expert systems
    • Gallant S. Connectionist expert systems Communications of the ACM 31 2 1998 152-169
    • (1998) Communications of the ACM , vol.31 , Issue.2 , pp. 152-169
    • Gallant, S.1
  • 20
    • 0028544395 scopus 로고
    • Network information criterion-determining the number of hidden units for an artificial neural network model
    • Murata N. Yoshizawa S. Amari S. Network information criterion-determining the number of hidden units for an artificial neural network model IEEE Transactions on Neural Networks 5 1995 865-872
    • (1995) IEEE Transactions on Neural Networks , vol.5 , pp. 865-872
    • Murata, N.1    Yoshizawa, S.2    Amari, S.3
  • 22
    • 0024092215 scopus 로고
    • Computational limitations on learning from examples
    • Pitt L. Valiant L. Computational limitations on learning from examples Journal of the ACM 35 4 1988 965-984
    • (1988) Journal of the ACM , vol.35 , Issue.4 , pp. 965-984
    • Pitt, L.1    Valiant, L.2
  • 23
    • 0025519291 scopus 로고
    • Recursive distributed representations
    • Pollack J. Recursive distributed representations Artificial Intelligence 1-2 45 1990 77-105
    • (1990) Artificial Intelligence , vol.1-2 , Issue.45 , pp. 77-105
    • Pollack, J.1
  • 25
    • 0001098776 scopus 로고
    • A universal prior for integers and estimation by minimum description length
    • Rissanen J. A universal prior for integers and estimation by minimum description length Annals of Statistics 11 2 1983 416-431
    • (1983) Annals of Statistics , vol.11 , Issue.2 , pp. 416-431
    • Rissanen, J.1
  • 27
    • 0004185944 scopus 로고
    • An introduction to probability theory and mathematical statistics, Wiley series in probability and mathematical statistics
    • New York: John Wiley - Sons
    • Rohatgi V.K. An introduction to probability theory and mathematical statistics Wiley series in probability and mathematical statistics 1976 John Wiley - SonsNew York
    • (1976)
    • Rohatgi, V.K.1
  • 29
    • 85059329678 scopus 로고
    • Some related problems from network flows, game theory, and integer programming
    • Proc. of the 13th Annual IEEE Symp. on Switching and Automata Theory
    • Sahni S. Some related problems from network flows, game theory, and integer programming Proc. of the 13th Annual IEEE Symp. on Switching and Automata Theory 1972 130-138
    • (1972) , pp. 130-138
    • Sahni, S.1
  • 30
    • 2442528990 scopus 로고    scopus 로고
    • The PHYSTA project (physta). Retrieved June 6 2001 from
    • The PHYSTA project (2001) Principled hybrid systems: theory and applications (physta). Retrieved June 6 2001 from http://www.image.ece.ntua.gr/physta.
    • (2001) Principled Hybrid Systems: Theory and Applications
  • 31
    • 0032208720 scopus 로고    scopus 로고
    • The truth will come to light: Directions and challenges in extracting the knowledge embedded within trained artificial neural networks
    • Tickle A. Andrews R. Golea M. Diederich J. The truth will come to light: Directions and challenges in extracting the knowledge embedded within trained artificial neural networks IEEE Transactions on Neural Networks 9 1998 1057-1068
    • (1998) IEEE Transactions on Neural Networks , vol.9 , pp. 1057-1068
    • Tickle, A.1    Andrews, R.2    Golea, M.3    Diederich, J.4
  • 33
    • 0003969585 scopus 로고
    • Estimation of dependencies based on empirical data
    • New York: Springer
    • Vapnik V.1982 SpringerNew York
    • (1982)
    • Vapnik, V.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.