메뉴 건너뛰기




Volumn 9783642214349, Issue , 2012, Pages 37-71

Automated algorithm configuration and parameter tuning

Author keywords

[No Author keywords available]

Indexed keywords

OPTIMIZATION; PARAMETER ESTIMATION; STOCHASTIC SYSTEMS; TESTING;

EID: 84929915594     PISSN: None     EISSN: None     Source Type: Book    
DOI: 10.1007/978-3-642-21434-9_3     Document Type: Chapter
Times cited : (164)

References (71)
  • 1
    • 33644511374 scopus 로고    scopus 로고
    • Fine-tuning of algorithms using fractional experimental design and local search
    • Adenso-Diaz, B., Laguna, M.: Fine-tuning of algorithms using fractional experimental design and local search. Operations Research 54(1):99-114 (2006)
    • (2006) Operations Research , vol.54 , Issue.1 , pp. 99-114
    • Adenso-Diaz, B.1    Laguna, M.2
  • 4
    • 34547930273 scopus 로고    scopus 로고
    • Finding optimal algorithmic parameters using the mesh adaptive direct search algorithm
    • Audet, C., Orban, D.: Finding optimal algorithmic parameters using the mesh adaptive direct search algorithm. SIAM Journal on Optimization 17(3):642-664 (2006)
    • (2006) SIAM Journal on Optimization , vol.17 , Issue.3 , pp. 642-664
    • Audet, C.1    Orban, D.2
  • 5
    • 38148998723 scopus 로고    scopus 로고
    • Improvement strategies for the F-race algorithm: Sampling design and iterative refinement
    • Bartz-Beielstein, T., Blesa, M., Blum, C., Naujoks, B., Roli, A., Rudolph, G., Sampels, M. (eds), Springer Verlag, Berlin, Germany, Lecture Notes in Computer Science
    • Balaprakash, P., Birattari, M., Stützle, T.: Improvement strategies for the F-Race algorithm: Sampling design and iterative refinement. In: Bartz-Beielstein, T., Blesa, M., Blum, C., Naujoks, B., Roli, A., Rudolph, G., Sampels, M. (eds) 4th International Workshop on Hybrid Metaheuristics, Proceedings, HM2007, Springer Verlag, Berlin, Germany, Lecture Notes in Computer Science, vol. 4771, pp. 108-122 (2007)
    • (2007) 4th International Workshop on Hybrid Metaheuristics, Proceedings, HM2007 , vol.4771 , pp. 108-122
    • Balaprakash, P.1    Birattari, M.2    Stützle, T.3
  • 6
    • 77951263646 scopus 로고    scopus 로고
    • Estimation-based metaheuristics for the probabilistic traveling salesman problem
    • Balaprakash, P., Birattari, M., Stützle, T., Dorigo, M.: Estimation-based metaheuristics for the probabilistic traveling salesman problem. Computers & OR 37(11):1939-1951 (2010)
    • (2010) Computers & or , vol.37 , Issue.11 , pp. 1939-1951
    • Balaprakash, P.1    Birattari, M.2    Stützle, T.3    Dorigo, M.4
  • 12
    • 77956050417 scopus 로고    scopus 로고
    • F-race and iterated F-race: An overview
    • Bartz-Beielstein, T., Chiarandini, M., Paquete, L., Preuss, M. (eds), Springer, Berlin, Germany
    • Birattari, M., Yuan, Z., Balaprakash, P., Stützle, T.: F-race and Iterated F-Race: An overview. In: Bartz-Beielstein, T., Chiarandini, M., Paquete, L., Preuss, M. (eds) Experimental Methods for the Analysis of Optimization Algorithms, Springer, Berlin, Germany, pp. 311-336 (2010)
    • (2010) Experimental Methods for the Analysis of Optimization Algorithms , pp. 311-336
    • Birattari, M.1    Yuan, Z.2    Balaprakash, P.3    Stützle, T.4
  • 14
    • 33745197794 scopus 로고    scopus 로고
    • Applying machine learning to low knowledge control of optimization algorithms
    • Carchrae, T., Beck, J.: Applying machine learning to low knowledge control of optimization algorithms. Computational Intelligence 21(4):373-387 (2005)
    • (2005) Computational Intelligence , vol.21 , Issue.4 , pp. 373-387
    • Carchrae, T.1    Beck, J.2
  • 19
    • 24644438849 scopus 로고    scopus 로고
    • Evolving local search heuristics for SAT using genetic programming
    • Springer-Verlag, Seattle, WA, USA, Lecture Notes in Computer Science
    • Fukunaga, A. S.: Evolving local search heuristics for SAT using genetic programming. In: Genetic and Evolutionary Computation - GECCO-2004, Part II, Springer-Verlag, Seattle, WA, USA, Lecture Notes in Computer Science, vol. 3103, pp. 483-494 (2004)
    • (2004) Genetic and Evolutionary Computation - GECCO-2004, Part II , vol.3103 , pp. 483-494
    • Fukunaga, A.S.1
  • 21
    • 0034140167 scopus 로고    scopus 로고
    • Heavy-tailed phenomena in satisfiability and constraint satisfaction problems
    • Gomes, C. P., Selman, B., Crato, N., Kautz, H.: Heavy-tailed phenomena in satisfiability and constraint satisfaction problems. Journal of Automated Reasoning 24(1-2):67-100 (2000)
    • (2000) Journal of Automated Reasoning , vol.24 , Issue.1-2 , pp. 67-100
    • Gomes, C.P.1    Selman, B.2    Crato, N.3    Kautz, H.4
  • 22
    • 0029679218 scopus 로고    scopus 로고
    • Adaptive problem-solving for large-scale scheduling problems: A case study
    • Gratch, J., Chien, S. A.: Adaptive problem-solving for large-scale scheduling problems: A case study. Journal of Artificial Intelligence Research 4:365-396 (1996)
    • (1996) Journal of Artificial Intelligence Research , vol.4 , pp. 365-396
    • Gratch, J.1    Chien, S.A.2
  • 23
    • 0026995493 scopus 로고
    • Composer: A probabilistic solution to the utility problem in speed-up learning
    • Rosenbloom, P., Szolovits, P. (eds), AAAI Press/The MIT Press, Menlo Park, CA, USA
    • Gratch, J., Dejong, G.: Composer: A probabilistic solution to the utility problem in speed-up learning. In: Rosenbloom, P., Szolovits, P. (eds) Proceedings of the 10th National Conference on Artificial Intelligence (AAAI-92), AAAI Press/The MIT Press, Menlo Park, CA, USA, pp. 235-240 (1992)
    • (1992) Proceedings of the 10th National Conference on Artificial Intelligence (AAAI-92) , pp. 235-240
    • Gratch, J.1    Dejong, G.2
  • 25
    • 33845271655 scopus 로고    scopus 로고
    • The CMA evolution strategy: A comparing review
    • Lozano, J., Larranaga, P., Inza, I., Bengoetxea, E. (eds). Advances on estimation of distribution algorithms, Springer
    • Hansen, N.: The CMA evolution strategy: A comparing review. In: Lozano, J., Larranaga, P., Inza, I., Bengoetxea, E. (eds) Towards a new evolutionary computation. Advances on estimation of distribution algorithms, Springer, pp. 75-102 (2006)
    • (2006) Towards A New Evolutionary Computation , pp. 75-102
    • Hansen, N.1
  • 26
    • 35048900140 scopus 로고    scopus 로고
    • Evaluating the CMA evolution strategy on multimodal test functions
    • Yao, X., et al. (eds), Springer, LNCS
    • Hansen, N., Kern, S.: Evaluating the CMA evolution strategy on multimodal test functions. In: Yao, X., et al. (eds) Parallel Problem Solving from Nature PPSN VIII, Springer, LNCS, vol. 3242, pp. 282-291 (2004)
    • (2004) Parallel Problem Solving from Nature PPSN VIII , vol.3242 , pp. 282-291
    • Hansen, N.1    Kern, S.2
  • 27
    • 0035377566 scopus 로고    scopus 로고
    • Completely derandomized self-adaptation in evolution strategies
    • Hansen, N., Ostermeier, A.: Completely derandomized self-adaptation in evolution strategies. Evolutionary Computation 9(2):159-195 (2001)
    • (2001) Evolutionary Computation , vol.9 , Issue.2 , pp. 159-195
    • Hansen, N.1    Ostermeier, A.2
  • 28
    • 73649098048 scopus 로고    scopus 로고
    • Tech. Rep., University of British Columbia, Department of Computer Science
    • Hoos, H.: Computer-aided design of high-performance algorithms. Tech. Rep. TR-2008-16, University of British Columbia, Department of Computer Science (2008)
    • (2008) Computer-aided Design of High-performance Algorithms
    • Hoos, H.1
  • 29
    • 0342918673 scopus 로고    scopus 로고
    • Local search algorithms for SAT: An empirical evaluation
    • Hoos, H., Stützle, T.: Local search algorithms for SAT: An empirical evaluation. Journal of Automated Reasoning 24(4):421-481 (2000)
    • (2000) Journal of Automated Reasoning , vol.24 , Issue.4 , pp. 421-481
    • Hoos, H.1    Stützle, T.2
  • 31
    • 33644791173 scopus 로고    scopus 로고
    • Global optimization of stochastic black-box systems via sequential kriging meta-models
    • Huang, D., Allen, T. T., Notz, W. I., Zeng, N.: Global optimization of stochastic black-box systems via sequential kriging meta-models. Journal of Global Optimization 34(3):441-466 (2006)
    • (2006) Journal of Global Optimization , vol.34 , Issue.3 , pp. 441-466
    • Huang, D.1    Allen, T.T.2    Notz, W.I.3    Zeng, N.4
  • 33
    • 84957015736 scopus 로고    scopus 로고
    • Scaling and probabilistic smoothing: Efficient dynamic local search for SAT
    • Springer-Verlag, LNCS
    • Hutter, F., Tompkins, D. A., Hoos, H.: Scaling and Probabilistic Smoothing: Efficient Dynamic Local Search for SAT. In: Principles and Practice of Constraint Programming - CP 2002, Springer-Verlag, LNCS, vol. 2470, pp. 233-248 (2002)
    • (2002) Principles and Practice of Constraint Programming - CP 2002 , vol.2470 , pp. 233-248
    • Hutter, F.1    Tompkins, D.A.2    Hoos, H.3
  • 44
    • 0000561424 scopus 로고    scopus 로고
    • Efficient global optimization of expensive black box functions
    • Jones, D. R., Schonlau, M., Welch, W. J.: Efficient global optimization of expensive black box functions. Journal of Global Optimization 13:455-492 (1998)
    • (1998) Journal of Global Optimization , vol.13 , pp. 455-492
    • Jones, D.R.1    Schonlau, M.2    Welch, W.J.3
  • 47
    • 0142058675 scopus 로고    scopus 로고
    • Iterated local search
    • Glover, F., Kochenberger, G. (eds), Kluwer Academic Publishers, Norwell, MA, USA
    • Lourenço, H. R., Martin, O., Stützle, T.: Iterated local search. In: Glover, F., Kochenberger, G. (eds) Handbook of Metaheuristics, Kluwer Academic Publishers, Norwell, MA, USA, pp. 321-353 (2002)
    • (2002) Handbook of Metaheuristics , pp. 321-353
    • Lourenço, H.R.1    Martin, O.2    Stützle, T.3
  • 48
    • 0001923944 scopus 로고
    • Hoeffding races: Accelerating model selection search for classification and function approximation
    • Morgan Kaufmann
    • Maron, O., Moore, A. W.: Hoeffding races: Accelerating model selection search for classification and function approximation. In: Advances in neural information processing systems 6, Morgan Kaufmann, pp. 59-66 (1994)
    • (1994) Advances in Neural Information Processing Systems , vol.6 , pp. 59-66
    • Maron, O.1    Moore, A.W.2
  • 49
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • Nelder, J. A., Mead, R.: A simplex method for function minimization. The Computer Journal 7(4):308-313 (1965)
    • (1965) The Computer Journal , vol.7 , Issue.4 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 52
    • 37449001101 scopus 로고    scopus 로고
    • Path formation in a robot swarm: Selforganized strategies to find your way home
    • Nouyan, S., Campo, A., Dorigo, M.: Path formation in a robot swarm: Selforganized strategies to find your way home. Swarm Intelligence 2(1):1-23 (2008)
    • (2008) Swarm Intelligence , vol.2 , Issue.1 , pp. 1-23
    • Nouyan, S.1    Campo, A.2    Dorigo, M.3
  • 54
    • 0036644865 scopus 로고    scopus 로고
    • Genome sequence assembly: Algorithms and issues
    • Pop, M., Salzberg, S. L., Shumway, M.: Genome sequence assembly: Algorithms and issues. Computer 35(7):47-54 (2002)
    • (2002) Computer , vol.35 , Issue.7 , pp. 47-54
    • Pop, M.1    Salzberg, S.L.2    Shumway, M.3
  • 57
    • 0003056605 scopus 로고
    • The algorithm selection problem
    • Rice, J.: The algorithm selection problem. Advances in Computers 15:65-118 (1976)
    • (1976) Advances in Computers , vol.15 , pp. 65-118
    • Rice, J.1
  • 59
    • 84972517827 scopus 로고
    • Design and analysis of computer experiments (with discussion)
    • Sacks, J., Welch, W., Mitchell, T., Wynn, H.: Design and analysis of computer experiments (with discussion). Statistical Science 4:409-435 (1989)
    • (1989) Statistical Science , vol.4 , pp. 409-435
    • Sacks, J.1    Welch, W.2    Mitchell, T.3    Wynn, H.4
  • 61
    • 20944447228 scopus 로고    scopus 로고
    • The linear ordering problem: Instances, search space analysis and algorithms
    • Schiavinotto, T., Stützle, T.: The linear ordering problem: Instances, search space analysis and algorithms. Journal of Mathematical Modelling and Algorithms 3(4):367-402 (2004)
    • (2004) Journal of Mathematical Modelling and Algorithms , vol.3 , Issue.4 , pp. 367-402
    • Schiavinotto, T.1    Stützle, T.2
  • 62
    • 0347131360 scopus 로고    scopus 로고
    • Global versus local search in constrained optimization of computer models
    • Flournoy, N., Rosenberger, W., Wong, W. (eds), Institute of Mathematical Statistics, Hayward, California
    • Schonlau, M., Welch, W. J., Jones, D. R.: Global versus local search in constrained optimization of computer models. In: Flournoy, N., Rosenberger, W., Wong, W. (eds) New Developments and Applications in Experimental Design, vol. 34, Institute of Mathematical Statistics, Hayward, California, pp. 11-25 (1998)
    • (1998) New Developments and Applications in Experimental Design , vol.34 , pp. 11-25
    • Schonlau, M.1    Welch, W.J.2    Jones, D.R.3
  • 65
    • 36048965924 scopus 로고    scopus 로고
    • A replica exchange Monte Carlo algorithm for protein folding in the hp model
    • Thachuk, C., Shmygelska, A., Hoos, H.: A replica exchange Monte Carlo algorithm for protein folding in the hp model. BMC Bioinformatics 8(342) (2007)
    • (2007) BMC Bioinformatics , vol.8 , Issue.342
    • Thachuk, C.1    Shmygelska, A.2    Hoos, H.3
  • 67
    • 38349031300 scopus 로고    scopus 로고
    • SATzilla-07: The design and analysis of an algorithm portfolio for SAT
    • Springer Berlin/Heidelberg, LNCS
    • Xu, L., Hutter, F., Hoos, H., Leyton-Brown, K.: SATzilla-07: The design and analysis of an algorithm portfolio for SAT. In: Principles and Practice of Constraint Programming - CP 2007, Springer Berlin/Heidelberg, LNCS, vol. 4741, pp. 712-727 (2007)
    • (2007) Principles and Practice of Constraint Programming - CP 2007 , vol.4741 , pp. 712-727
    • Xu, L.1    Hutter, F.2    Hoos, H.3    Leyton-Brown, K.4
  • 71
    • 57049134667 scopus 로고    scopus 로고
    • Iterated greedy algorithms for a real-world cyclic train scheduling problem
    • Blesa, M., Blum, C., Cotta, C., Fernández, A., Gallardo, J., Roli, A., Sampels, M. (eds), Springer Berlin/Heidelberg
    • Yuan, Z., Fügenschuh, A., Homfeld, H., Balaprakash, P., Stützle T., Schoch M.: Iterated greedy algorithms for a real-world cyclic train scheduling problem. In: Blesa, M., Blum, C., Cotta, C., Fernández, A., Gallardo, J., Roli, A., Sampels, M. (eds) Hybrid Metaheuristics, Lecture Notes in Computer Science, vol. 5296, Springer Berlin/Heidelberg, pp. 102-116 (2008)
    • (2008) Hybrid Metaheuristics, Lecture Notes in Computer Science , vol.5296 , pp. 102-116
    • Yuan, Z.1    Fügenschuh, A.2    Homfeld, H.3    Balaprakash, P.4    Stützle, T.5    Schoch, M.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.