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Volumn 33, Issue , 2014, Pages 1077-1085

Efficient transfer learning method for automatic hyperparameter tuning

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); SURFACE PROPERTIES;

EID: 84955448572     PISSN: 15324435     EISSN: 15337928     Source Type: Journal    
DOI: None     Document Type: Conference Paper
Times cited : (175)

References (21)
  • 6
    • 31844453751 scopus 로고    scopus 로고
    • Preference learning with Gaussian processes
    • Chu, Wei and Ghahramani, Zoubin. Preference learning with gaussian processes. In Proc. of ICML, 2005.
    • (2005) Proc. of ICML
    • Chu, W.1    Ghahramani, Z.2
  • 8
    • 80053160717 scopus 로고    scopus 로고
    • Portfolio allocation for Bayesian optimization
    • Hoffman, Matthew, Brochu, Eric, and de Freitas, Nando. Portfolio allocation for bayesian optimization. In Proc. of UAI, 2011.
    • (2011) Proc. of UAI
    • Hoffman, M.1    Brochu, E.2    De Freitas, N.3
  • 9
    • 84856930049 scopus 로고    scopus 로고
    • Sequential model-based optimization for general algorithm configuration
    • Hutter, Frank, Hoos, Holger H., and Leyton-Brown, Kevin. Sequential model-based optimization for general algorithm configuration. In Proc. of LION-5, 2011.
    • (2011) Proc. of LION-5
    • Hutter, F.1    Hoos, H.H.2    Leyton-Brown, K.3
  • 10
    • 0242456822 scopus 로고    scopus 로고
    • Optimizing search engines using clickthrough data
    • Joachims, Thorsten. Optimizing search engines using clickthrough data. In Proc. of KDD, 2002.
    • (2002) Proc. of KDD
    • Joachims, T.1
  • 11
    • 69549111057 scopus 로고    scopus 로고
    • Cutting-plane training of structural SVMs
    • Joachims, Thorsten, Finley, Thomas, and Yu, Chun-Nam John. Cutting-plane training of structural SVMs. Machine Learning Journal, 77(1):27-59, 2009.
    • (2009) Machine Learning Journal , vol.77 , Issue.1 , pp. 27-59
    • Joachims, T.1    Finley, T.2    Yu, C.-N.J.3
  • 12
    • 0035577808 scopus 로고    scopus 로고
    • A taxonomy of global optimization methods based on response surfaces
    • Jones, Donald R. A taxonomy of global optimization methods based on response surfaces. Journal of Global Optimization, 21:345-385, 2001.
    • (2001) Journal of Global Optimization , vol.21 , pp. 345-385
    • Jones, D.R.1
  • 13
    • 34250091945 scopus 로고
    • Learning quickly when irrelevant attributes are abound: A new linear threshold algorithm
    • Littlestone, Nick. Learning quickly when irrelevant attributes are abound: A new linear threshold algorithm. Machine Learning, 2:285-318, 1988.
    • (1988) Machine Learning , vol.2 , pp. 285-318
    • Littlestone, N.1
  • 14
    • 51949098112 scopus 로고    scopus 로고
    • Classification using intersection kernel support vector machines is efficient
    • Maji, Subhransu, Berg, Alexander C., and Malik, Jitendra. Classification using intersection kernel support vector machines is efficient. In Proc. of CVPR, 2008.
    • (2008) Proc. of CVPR
    • Maji, S.1    Berg, A.C.2    Malik, J.3
  • 16
    • 84869201485 scopus 로고    scopus 로고
    • Practical Bayesian optimization of machine learning algorithms
    • Snoek, Jasper, Larrochelle, Hugo, and Adams, Ryan P. Practical bayesian optimization of machine learning algorithms. In Proc. of NIPS, 2012.
    • (2012) Proc. of NIPS
    • Snoek, J.1    Larrochelle, H.2    Adams, R.P.3
  • 17
    • 77956501313 scopus 로고    scopus 로고
    • Gaussian process optimization in the bandit setting: No regret and experimental design
    • Srinivas, Niranjan, Krause, Andreas, Kakade, Sham, and Seeger, Matthias. Gaussian process optimization in the bandit setting: No regret and experimental design. In Proc. of ICML, 2010.
    • (2010) Proc. of ICML
    • Srinivas, N.1    Krause, A.2    Kakade, S.3    Seeger, M.4
  • 19
    • 85018371540 scopus 로고    scopus 로고
    • Auto-WEKA: Combined selection and hyperparameter optimization of classification algorithms
    • Thornton, Chris, Hutter, Frank, Hoos, Holger H., and Leyton-Brown, Kevin. Auto-WEKA: Combined selection and hyperparameter optimization of classification algorithms. In Proc. of KDD, 2013.
    • (2013) Proc. of KDD
    • Thornton, C.1    Hutter, F.2    Hoos, H.H.3    Leyton-Brown, K.4
  • 20
    • 59449092765 scopus 로고    scopus 로고
    • An informational approach to the global optimization of expensive-to-evaluate functions
    • Villemonteix, Julien, Vazquez, Emmanuel, and Walter, Eric. An informational approach to the global optimization of expensive-to-evaluate functions. Journal of Global Optimization, 2006.
    • (2006) Journal of Global Optimization
    • Villemonteix, J.1    Vazquez, E.2    Walter, E.3
  • 21
    • 16244401458 scopus 로고    scopus 로고
    • Regularization and variable selection via the elastic net
    • Series B
    • Zou, Hui and Hastie, Trevor. Regularization and variable selection via the elastic net. Journal of the Royal Statistical Society, Series B, 67(2):301-320, 2005.
    • (2005) Journal of the Royal Statistical Society , vol.67 , Issue.2 , pp. 301-320
    • Zou, H.1    Hastie, T.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.