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Volumn 2, Issue , 2015, Pages 1699-1707

Predictive Entropy Search for Bayesian optimization with unknown constraints

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BENCHMARKING; CONSTRAINED OPTIMIZATION; ENTROPY; HEURISTIC METHODS; LEARNING SYSTEMS; PATHOLOGY;

EID: 84969765655     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (141)

References (24)
  • 3
    • 84923304818 scopus 로고    scopus 로고
    • Bayesian optimization with unknown constraints
    • Gelbart, Michael A., Snoek, Jasper, and Adams, Ryan P. Bayesian optimization with unknown constraints. In UAI, 2014.
    • (2014) UAI
    • Gelbart, M.A.1    Snoek, J.2    Adams, R.P.3
  • 4
    • 0001032162 scopus 로고
    • A single series from the Gibbs sampler provides a false sense of security
    • Gelman, Andrew and Rubin, Donald R. A single series from the Gibbs sampler provides a false sense of security. In Bayesian Statistics, pp. 625-32. 1992.
    • (1992) Bayesian Statistics , pp. 625-632
    • Gelman, A.1    Rubin, D.R.2
  • 5
    • 0001032163 scopus 로고
    • Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments
    • Geweke, John. Evaluating the accuracy of sampling-based approaches to the calculation of posterior moments. In Bayesian Statistics, pp. 169-193, 1992.
    • (1992) Bayesian Statistics , pp. 169-193
    • Geweke, J.1
  • 6
    • 84859489788 scopus 로고    scopus 로고
    • Optimization under unknown constraints
    • Gramacy, Robert B. and Lee, Herbert K. H. Optimization under unknown constraints. Bayesian Statistics, 9, 2011.
    • (2011) Bayesian Statistics , pp. 9
    • Gramacy, R.B.1    Lee, H.K.H.2
  • 8
    • 84864947871 scopus 로고    scopus 로고
    • Entropy search for information-efficient global optimization
    • Hennig, Philipp and Schuler, Christian J. Entropy search for information-efficient global optimization. JMLR, 13, 2012.
    • (2012) JMLR , pp. 13
    • Hennig, P.1    Schuler, C.J.2
  • 9
    • 84930672144 scopus 로고    scopus 로고
    • Predictive entropy search for efficient global optimization of black-box functions
    • Hernández-Lobato, J. M, Hoffman, M. W., and Ghahramani, Z. Predictive entropy search for efficient global optimization of black-box functions. In NIPS. 2014.
    • (2014) NIPS
    • Hernández-Lobato, J.M.1    Hoffman, M.W.2    Ghahramani, Z.3
  • 11
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black-box functions
    • Jones, Donald R, Schonlau, Matthias, and Welch, William J. Efficient global optimization of expensive black-box functions. Journal of Global optimization, 13 (4):455-492, 1998.
    • (1998) Journal of Global Optimization , vol.13 , Issue.4 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 14
    • 0342813049 scopus 로고
    • The application of Bayesian methods for seeking the ex-tremum
    • Mockus, Jonas, Tiesis, Vytautas, and Zilinskas, Antanas. The application of Bayesian methods for seeking the ex-tremum. Towards Global Optimization, 2, 1978.
    • (1978) Towards Global Optimization , pp. 2
    • Mockus, J.1    Tiesis, V.2    Zilinskas, A.3
  • 15
    • 1642370803 scopus 로고    scopus 로고
    • Slice sampling
    • Neal, Radford. Slice sampling. Annals of Statistics, 31: 705-767, 2000.
    • (2000) Annals of Statistics , vol.31 , pp. 705-767
    • Neal, R.1
  • 16
    • 85057196821 scopus 로고    scopus 로고
    • MCMC using Hamiltonian dynamics
    • Chapman and Hall/CRC
    • Neal, Radford. MCMC using Hamiltonian dynamics. In Handbook of Markov Chain Monte Carlo. Chapman and Hall/CRC, 2011.
    • (2011) Handbook of Markov Chain Monte Carlo
    • Neal, R.1
  • 18
    • 84969806642 scopus 로고    scopus 로고
    • A stepwise uncertainty reduction approach to constrained global optimization
    • Picheny, Victor. A stepwise uncertainty reduction approach to constrained global optimization. In AISTATS, 2014.
    • (2014) AISTATS
    • Picheny, V.1
  • 19
    • 41149087694 scopus 로고    scopus 로고
    • CODA: Convergence diagnosis and output analysis for MCMC
    • Plummer, Martyn, Best, Nicky, Cowles, Kate, and Vines, Karen. CODA: Convergence diagnosis and output analysis for MCMC. R News, 6(1):7-11, 2006.
    • (2006) R News , vol.6 , Issue.1 , pp. 7-11
    • Plummer, M.1    Best, N.2    Cowles, K.3    Vines, K.4
  • 21
    • 0347131360 scopus 로고    scopus 로고
    • Global versus local search in constrained optimization of computer models
    • Schonlau, Matthias, Welch, William J, and Jones, Donald R. Global versus local search in constrained optimization of computer models. Lecture Notes-Monograph Series, pp. 11-25, 1998.
    • (1998) Lecture Notes-Monograph Series , pp. 11-25
    • Schonlau, M.1    Welch, W.J.2    Jones, D.R.3
  • 23
    • 84869201485 scopus 로고    scopus 로고
    • Practical Bayesian optimization of machine learning algorithms
    • Snoek, Jasper, Larochelle, Hugo, and Adams, Ryan P. Practical Bayesian optimization of machine learning algorithms. In NIPS, 2012.
    • (2012) NIPS
    • Snoek, J.1    Larochelle, H.2    Adams, R.P.3
  • 24
    • 67650938640 scopus 로고    scopus 로고
    • An informational approach to the global optimization of expensive-to-evaluate functions
    • Villemonteix, Julien, Vázquez, Emmanuel, and Walter, Eric. An informational approach to the global optimization of expensive-to-evaluate functions. Journal of Global Optimization, 44(4):509-534, 2009.
    • (2009) Journal of Global Optimization , vol.44 , Issue.4 , pp. 509-534
    • Villemonteix, J.1    Vázquez, E.2    Walter, E.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.