메뉴 건너뛰기




Volumn 18, Issue 11-13, 1997, Pages 1317-1322

Mean field approach to learning in Boltzmann Machines

Author keywords

Mean field theory; Probability models

Indexed keywords

COMPUTATIONAL COMPLEXITY; CORRELATION THEORY; PROBABILITY; STATISTICS; THEOREM PROVING;

EID: 0031270816     PISSN: 01678655     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0167-8655(97)00096-2     Document Type: Article
Times cited : (6)

References (15)
  • 1
    • 0001578518 scopus 로고
    • A learning algorithm for Boltzmann Machines
    • Ackley, D., Hinton, G., Sejnowski, T., 1985. A learning algorithm for Boltzmann Machines. Cognitive Science 9, 147-169.
    • (1985) Cognitive Science , vol.9 , pp. 147-169
    • Ackley, D.1    Hinton, G.2    Sejnowski, T.3
  • 2
    • 0025401005 scopus 로고
    • The computational complexity of probabilistic inferences
    • Cooper, G., 1990. The computational complexity of probabilistic inferences. Artificial Intelligence 42, 393-405.
    • (1990) Artificial Intelligence , vol.42 , pp. 393-405
    • Cooper, G.1
  • 4
    • 0037877795 scopus 로고
    • Theory of correlations in stochastic neural networks
    • Ginzburg, I., Sompolinsky, H., 1994. Theory of correlations in stochastic neural networks. Physical Review E 50, 3171-3191.
    • (1994) Physical Review E , vol.50 , pp. 3171-3191
    • Ginzburg, I.1    Sompolinsky, H.2
  • 6
    • 0001590282 scopus 로고
    • Deterministic Boltzmann learning performs steepest descent in weight-space
    • Hinton, G., 1989. Deterministic Boltzmann learning performs steepest descent in weight-space. Neural Computation 1, 143-150.
    • (1989) Neural Computation , vol.1 , pp. 143-150
    • Hinton, G.1
  • 7
    • 0029652445 scopus 로고
    • The "Wake-Sleep" algorithm for unsupervised neural networks
    • Hinton, G., Dayan, P., Frey, B., Neal, R., 1995. The "Wake-Sleep" algorithm for unsupervised neural networks. Science 268, 1158-1161.
    • (1995) Science , vol.268 , pp. 1158-1161
    • Hinton, G.1    Dayan, P.2    Frey, B.3    Neal, R.4
  • 9
    • 0001516759 scopus 로고    scopus 로고
    • Stimulus dependent correlations in stochastic networks
    • Kappen, H., 1997. Stimulus dependent correlations in stochastic networks. Physical Review E 55, 5849-5858.
    • (1997) Physical Review E , vol.55 , pp. 5849-5858
    • Kappen, H.1
  • 10
    • 84899020984 scopus 로고    scopus 로고
    • Efficient learning in Boltzmann Machines using linear response theory
    • Kappen, H., Rodríguez, F., 1997. Efficient learning in Boltzmann Machines using linear response theory. Neural Comput.
    • (1997) Neural Comput.
    • Kappen, H.1    Rodríguez, F.2
  • 12
    • 0001006209 scopus 로고
    • Local computations with probabilities on graphical structures and their application to expert systems
    • Lauritzen, S., Spiegelhalter, D., 1988. Local computations with probabilities on graphical structures and their application to expert systems. J. Roy. Statist. Soc. B 50, 154-227.
    • (1988) J. Roy. Statist. Soc. B , vol.50 , pp. 154-227
    • Lauritzen, S.1    Spiegelhalter, D.2
  • 13
    • 0040625041 scopus 로고
    • Statistical Field Theory
    • Addison-Wesley, Reading, MA
    • Parisi, G., 1988. Statistical Field Theory. Frontiers in Physics. Addison-Wesley, Reading, MA.
    • (1988) Frontiers in Physics
    • Parisi, G.1
  • 15
    • 0001406440 scopus 로고
    • A mean field theory learning algorithm for neural networks
    • Peterson, C., Anderson, J., 1987. A mean field theory learning algorithm for neural networks. Complex Systems 1, 995-1019.
    • (1987) Complex Systems , vol.1 , pp. 995-1019
    • Peterson, C.1    Anderson, J.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.