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Volumn , Issue , 2013, Pages 3317-3321

Investigations on hessian-free optimization for cross-entropy training of deep neural networks

Author keywords

Deep learning; Hessian free; Optimization

Indexed keywords

ALGORITHMS; OPTIMIZATION;

EID: 84906237512     PISSN: 2308457X     EISSN: 19909772     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (24)

References (14)
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    • Conversational speech transcription using context-dependent deep neural networks
    • F. Seide, G. Li, and D. Yu, "Conversational speech transcription using context-dependent deep neural networks, " in Proc. Inter Speech, 2011, pp. 437-440.
    • (2011) Proc. Inter Speech , pp. 437-440
    • Seide, F.1    Li, G.2    Yu, D.3
  • 5
    • 33646887390 scopus 로고
    • On the limited memory BFGS method for large-scale optimization
    • D. Liu and J. Nocedal, "On the Limited Memory BFGS Method for Large-Scale Optimization, " Math. Program., vol. 45, no. 1, pp. 503-528, 1989.
    • (1989) Math. Program. , vol.45 , Issue.1 , pp. 503-528
    • Liu, D.1    Nocedal, J.2
  • 8
    • 84878379108 scopus 로고    scopus 로고
    • Scalable minimum bayes risk training of deep neural network acoustic models using distributed hessian-free optimization
    • B. Kingsbury, "Scalable minimum bayes risk training of deep neural network acoustic models using distributed hessian-free optimization, " in Inter Speech, 2012.
    • (2012) Inter Speech
    • Kingsbury, B.1
  • 11
    • 0000255539 scopus 로고
    • Fast exact multiplication by the hessian
    • B. Pearlmutter, "Fast exact multiplication by the hessian, " Neural Computation, vol. 6, no. 1, pp. 147-160, 1994.
    • (1994) Neural Computation , vol.6 , Issue.1 , pp. 147-160
    • Pearlmutter, B.1
  • 12
    • 0036631778 scopus 로고    scopus 로고
    • Fast curvature matrix-vector products for second-order gradient descent
    • N. Schraudolph, "Fast curvature matrix-vector products for second-order gradient descent, " Neural computation, vol. 14, no. 7, pp. 1723-1738, 2002.
    • (2002) Neural Computation , vol.14 , Issue.7 , pp. 1723-1738
    • Schraudolph, N.1
  • 14
    • 0000305846 scopus 로고
    • The conjugate gradient method and trust regions in large scale optimization
    • T. Steihaug, "The conjugate gradient method and trust regions in large scale optimization, " SIAM Journal on Numerical Analysis, vol. 20, no. 3, pp. 626-637, 1983.
    • (1983) SIAM Journal on Numerical Analysis , vol.20 , Issue.3 , pp. 626-637
    • Steihaug, T.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.