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Volumn 36, Issue , 2009, Pages 267-306

ParamILS: An automatic algorithm configuration framework

Author keywords

[No Author keywords available]

Indexed keywords

AUTOMATED ALGORITHMS; AUTOMATIC ALGORITHMS; CONSISTENT PERFORMANCE; DEFAULT PARAMETERS; EXPERIMENTAL EVALUATION; INDIVIDUAL CONFIGURATION; MIXED INTEGER PROGRAMMING; NOVEL TECHNIQUES; OPTIMIZING PARAMETERS; PROBLEM INSTANCES; SEARCH-BASED ALGORITHMS; TIME SPENT;

EID: 73649115991     PISSN: None     EISSN: 10769757     Source Type: Journal    
DOI: 10.1613/jair.2808     Document Type: Article
Times cited : (866)

References (60)
  • 1
    • 33644511374 scopus 로고    scopus 로고
    • Fine-tuning of algorithms using fractional experimental design and local search
    • Adenso-Diaz, B. & Laguna, M. (2006). Fine-tuning of algorithms using fractional experimental design and local search. Operations Research, 54(1), 99-114.
    • (2006) Operations Research, 54 , Issue.1 , pp. 99-114
    • Adenso-Diaz, B.1    Laguna, M.2
  • 3
    • 34547840261 scopus 로고    scopus 로고
    • Efficient parameter estimation for RNA secondary structure prediction
    • DOI 10.1093/bioinformatics/btm223
    • Andronescu, M., Condon, A., Hoos, H. H., Mathews, D. H., & Murphy, K. P. (2007). Efficient parameter estimation for RNA secondary structure prediction. Bioinformatics, 23, i19-i28. (Pubitemid 47244382)
    • (2007) Bioinformatics , vol.23 , Issue.13
    • Andronescu, M.1    Condon, A.2    Hoos, H.H.3    Mathews, D.H.4    Murphy, K.P.5
  • 4
    • 3042514606 scopus 로고    scopus 로고
    • On the facets of the mixed-integer knapsack polyhedron
    • Atamtürk, A. (2003). On the facets of the mixed-integer knapsack polyhedron. Mathematical Programming, 98, 145-175.
    • (2003) Mathematical Programming, 98 , pp. 145-175
    • Atamtürk, A.1
  • 6
    • 34547930273 scopus 로고    scopus 로고
    • Finding optimal algorithmic parameters using the mesh adaptive direct search algorithm
    • Audet, C. & Orban, D. (2006). Finding optimal algorithmic parameters using the mesh adaptive direct search algorithm. SIAM Journal on Optimization, 17(3), 642-664.
    • (2006) SIAM Journal on Optimization, 17 , Issue.3 , pp. 642-664
    • Audet, C.1    Orban, D.2
  • 7
    • 38149018410 scopus 로고    scopus 로고
    • Structural abstraction of software verification conditions
    • W. Damm, H. H. (Ed.), volume 4590 of Lecture Notes in Computer Science, Springer Verlag, Berlin, Germany
    • Babić, D. & Hu, A. J. (2007). Structural Abstraction of Software Verification Conditions. In W. Damm, H. H. (Ed.), Computer Aided Verification: 19th International Conference, CAV 2007, volume 4590 of Lecture Notes in Computer Science, (pp. 366-378). Springer Verlag, Berlin, Germany.
    • (2007) Computer Aided Verification: 19th International Conference, CAV 2007 , pp. 366-378
    • Babić, D.1    Hu, A.J.2
  • 8
    • 38148998723 scopus 로고    scopus 로고
    • Improvement strategies for the F-race algorithm: Sampling design and iterative refinement
    • Bartz-Beielstein, T. Aguilera, M. J. B. Blum, C. Naujoks, B. Roli, A. Rudolph, G. & Sampels, M. (Eds.)
    • Balaprakash, P., Birattari, M., & Stützle, T. (2007). Improvement strategies for the F-Race algorithm: Sampling design and iterative refinement. In Bartz-Beielstein, T., Aguilera, M. J. B., Blum, C., Naujoks, B., Roli, A., Rudolph, G., & Sampels, M. (Eds.), 4th International Workshop on Hybrid Metaheuristics (MH'07), (pp. 108-122).
    • (2007) 4th International Workshop on Hybrid Metaheuristics (MH'07) , pp. 108-122
    • Balaprakash, P.1    Birattari, M.2    Stützle, T.3
  • 9
    • 33750037384 scopus 로고    scopus 로고
    • Experimental research in evolutionary computation: The new experimentalism
    • Springer Verlag, Berlin, Germany
    • Bartz-Beielstein, T. (2006). Experimental Research in Evolutionary Computation: The New Experimentalism. Natural Computing Series. Springer Verlag, Berlin, Germany.
    • (2006) Natural Computing Series
    • Bartz-Beielstein, T.1
  • 10
    • 72449172030 scopus 로고    scopus 로고
    • volume 45 of Operations research/Computer Science Interfaces. Springer Verlag. Available online at
    • Battiti, R., Brunato, M., & Mascia, F. (2008). Reactive Search and Intelligent Optimization, volume 45 of Operations research/Computer Science Interfaces. Springer Verlag. Available online at http://reactive-search.org/ thebook.
    • (2008) Reactive Search and Intelligent Optimization
    • Battiti, R.1    Brunato, M.2    Mascia, F.3
  • 12
    • 14644421108 scopus 로고    scopus 로고
    • A racing algorithm for configuring meta-heuristics
    • Langdon, W. B., Cantu-Paz, E., Mathias, K., Roy, R., Davis, D., Poli, R., Balakrishnan, K., Honavar, V., Rudolph, G., Wegener, J., Bull, L., Potter, M. A., Schultz, A. C., Miller, J. F., Burke, E., & Jonoska, N. (Eds.), Morgan Kaufmann Publishers, San Francisco, CA, USA
    • Birattari, M., Stützle, T., Paquete, L., & Varrentrapp, K. (2002). A racing algorithm for configuring meta-heuristics. In Langdon, W. B., Cantu-Paz, E., Mathias, K., Roy, R., Davis, D., Poli, R., Balakrishnan, K., Honavar, V., Rudolph, G., Wegener, J., Bull, L., Potter, M. A., Schultz, A. C., Miller, J. F., Burke, E., & Jonoska, N. (Eds.), Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2002), (pp. 11-18). Morgan Kaufmann Publishers, San Francisco, CA, USA.
    • (2002) Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2002) , pp. 11-18
    • Birattari, M.1    Stützle, T.2    Paquete, L.3    Varrentrapp, K.4
  • 13
    • 33745197794 scopus 로고    scopus 로고
    • Applying machine learning to low-knowledge control of optimization algorithms
    • Carchrae, T. & Beck, J. C. (2005). Applying machine learning to low-knowledge control of optimization algorithms. Computational Intelligence, 21(4), 372-387.
    • (2005) Computational Intelligence, 21 , Issue.4 , pp. 372-387
    • Carchrae, T.1    Beck, J.C.2
  • 15
    • 0035128384 scopus 로고    scopus 로고
    • Using experimental design to find effective parameter settings for heuristics
    • Coy, S. P., Golden, B. L., Runger, G. C., & Wasil, E. A. (2001). Using experimental design to find effective parameter settings for heuristics. Journal of Heuristics, 7(1), 77-97.
    • (2001) Journal of Heuristics, 7 , Issue.1 , pp. 77-97
    • Coy, S.P.1    Golden, B.L.2    Runger, G.C.3    Wasil, E.A.4
  • 16
  • 20
    • 26944458114 scopus 로고    scopus 로고
    • Using CBR to select solution strategies in constraint programming
    • Muñoz-Avila, H. & Ricci, F. (Eds.), volume 3620 of Lecture Notes in Computer Science, Springer Verlag, Berlin, Germany
    • Gebruers, C., Hnich, B., Bridge, D., & Freuder, E. (2005). Using CBR to select solution strategies in constraint programming. In Muñoz-Avila, H. & Ricci, F. (Eds.), Proceedings of the 6th International Conference on Case Based Reasoning (ICCBR'05), volume 3620 of Lecture Notes in Computer Science, (pp. 222-236). Springer Verlag, Berlin, Germany.
    • (2005) Proceedings of the 6th International Conference on Case Based Reasoning (ICCBR'05) , pp. 222-236
    • Gebruers, C.1    Hnich, B.2    Bridge, D.3    Freuder, E.4
  • 22
    • 0031370396 scopus 로고    scopus 로고
    • Problem structure in the presence of perturbations
    • Kuipers, B. & Webber, B. (Eds.), AAAI Press/The MIT Press, Menlo Park, CA, USA
    • Gomes, C. P. & Selman, B. (1997). Problem structure in the presence of perturbations. In Kuipers, B. & Webber, B. (Eds.), Proceedings of the Fourteenth National Conference on Artificial Intelligence (AAAI'97), (pp. 221-226). AAAI Press/The MIT Press, Menlo Park, CA, USA.
    • (1997) Proceedings of the Fourteenth National Conference on Artificial Intelligence (AAAI'97) , pp. 221-226
    • Gomes, C.P.1    Selman, B.2
  • 23
    • 0029679218 scopus 로고    scopus 로고
    • Adaptive problem-solving for large-scale scheduling problems: A case study
    • Gratch, J. & Chien, S. A. (1996). Adaptive problem-solving for large-scale scheduling problems: A case study. Journal of Artificial Intelligence Research, 4, 365-396.
    • (1996) Journal of Artificial Intelligence Research, 4 , pp. 365-396
    • Gratch, J.1    Chien, S.A.2
  • 24
    • 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. (1992). Composer: A probabilistic solution to the utility problem in speed-up learning. In Rosenbloom, P. & Szolovits, P. (Eds.), Proceedings of the Tenth National Conference on Artificial Intelligence (AAAI'92), (pp. 235-240). AAAI Press/The MIT Press, Menlo Park, CA, USA.
    • (1992) Proceedings of the Tenth National Conference on Artificial Intelligence (AAAI'92) , pp. 235-240
    • Gratch, J.1    Dejong, G.2
  • 31
    • 33750380289 scopus 로고    scopus 로고
    • Performance prediction and automated tuning of randomized and parametric algorithms
    • Benhamou, F. (Ed.), volume 4204 of Lecture Notes in Computer Science, Springer Verlag, Berlin, Germany
    • Hutter, F., Hamadi, Y., Hoos, H. H., & Leyton-Brown, K. (2006). Performance prediction and automated tuning of randomized and parametric algorithms. In Benhamou, F. (Ed.), Principles and Practice of Constraint Programming - CP 2006: Twelfth International Conference, volume 4204 of Lecture Notes in Computer Science, (pp. 213-228). Springer Verlag, Berlin, Germany.
    • (2006) Principles and Practice of Constraint Programming - CP 2006: Twelfth International Conference , pp. 213-228
    • Hutter, F.1    Hamadi, Y.2    Hoos, H.H.3    Leyton-Brown, K.4
  • 36
    • 84957015736 scopus 로고    scopus 로고
    • Scaling and probabilistic smoothing: Efficient dynamic local search for SAT
    • Hentenryck, P. V. (Ed.), volume 2470 of Lecture Notes in Computer Science, Springer Verlag, Berlin, Germany
    • Hutter, F., Tompkins, D. A. D., & Hoos, H. H. (2002). Scaling and probabilistic smoothing: Efficient dynamic local search for SAT. In Hentenryck, P. V. (Ed.), Principles and Practice of Constraint Programming - CP 2002: Eighth International Conference, volume 2470 of Lecture Notes in Computer Science, (pp. 233-248). Springer Verlag, Berlin, Germany.
    • (2002) Principles and Practice of Constraint Programming - CP 2002: Eighth International Conference , pp. 233-248
    • Hutter, F.1    Tompkins, D.A.D.2    Hoos, H.H.3
  • 37
    • 2942630889 scopus 로고    scopus 로고
    • A theoretician's guide to the experimental analysis of algorithms
    • Goldwasser, M. H., Johnson, D. S., & McGeoch, C. C. (Eds.), American Mathematical Society, Providence, RI, USA
    • Johnson, D. S. (2002). A theoretician's guide to the experimental analysis of algorithms. In Goldwasser, M. H., Johnson, D. S., & McGeoch, C. C. (Eds.), Data Structures, Near Neighbor Searches, and Methodology: Fifth and Sixth DIMACS Implementation Challenges, (pp. 215-250). American Mathematical Society, Providence, RI, USA.
    • (2002) Data Structures, Near Neighbor Searches, and Methodology: Fifth and Sixth DIMACS Implementation Challenges , pp. 215-250
    • Johnson, D.S.1
  • 43
    • 84957035400 scopus 로고    scopus 로고
    • Learning the empirical hardness of optimization problems: The case of combinatorial auctions
    • Hentenryck, P. V. (Ed.), volume 2470 of Lecture Notes in Computer Science, Springer Verlag, Berlin, Germany
    • Leyton-Brown, K., Nudelman, E., & Shoham, Y. (2002). Learning the empirical hardness of optimization problems: The case of combinatorial auctions. In Hentenryck, P. V. (Ed.), Principles and Practice of Constraint Programming - CP 2002: Eighth International Conference, volume 2470 of Lecture Notes in Computer Science, (pp. 556-572). Springer Verlag, Berlin, Germany.
    • (2002) Principles and Practice of Constraint Programming - CP 2002: Eighth International Conference , pp. 556-572
    • Leyton-Brown, K.1    Nudelman, E.2    Shoham, Y.3
  • 44
    • 84978068591 scopus 로고    scopus 로고
    • Towards a universal test suite for combinatorial auction algorithms
    • Jhingran, A., Mason, J. M., & Tygar, D. (Eds.), New York, NY, USA. ACM
    • Leyton-Brown, K., Pearson, M., & Shoham, Y. (2000). Towards a universal test suite for combinatorial auction algorithms. In Jhingran, A., Mason, J. M., & Tygar, D. (Eds.), EC '00: Proceedings of the 2nd ACM conference on Electronic commerce, (pp. 66-76)., New York, NY, USA. ACM.
    • (2000) EC '00: Proceedings of the 2nd ACM Conference on Electronic Commerce , pp. 66-76
    • Leyton-Brown, K.1    Pearson, M.2    Shoham, Y.3
  • 45
    • 0005386585 scopus 로고    scopus 로고
    • Iterated local search
    • F. Glover & G. Kochenberger (Eds.), Kluwer Academic Publishers, Norwell, MA, USA
    • Lourenço, H. R., Martin, O., & Stützle, T. (2002). Iterated local search. In F. Glover & G. Kochenberger (Eds.), Handbook of Metaheuristics (pp. 321-353). Kluwer Academic Publishers, Norwell, MA, USA.
    • (2002) Handbook of Metaheuristics , pp. 321-353
    • Lourenço, H.R.1    Martin, O.2    Stützle, T.3
  • 46
    • 0001923944 scopus 로고
    • Hoeffding races: Accelerating model selection search for classification and function approximation
    • Cowan, J. D., Tesauro, G., & Alspector, J. (Eds.), Morgan Kaufmann Publishers, San Francisco, CA, USA
    • Maron, O. & Moore, A. (1994). Hoeffding races: Accelerating model selection search for classification and function approximation. In Cowan, J. D., Tesauro, G., & Alspector, J. (Eds.), Advances in Neural Information Processing Systems 7 (NIPS-94), volume 6, (pp. 59-66). Morgan Kaufmann Publishers, San Francisco, CA, USA.
    • (1994) Advances in Neural Information Processing Systems 7 (NIPS-94) , vol.6 , pp. 59-66
    • Maron, O.1    Moore, A.2
  • 47
    • 41049087784 scopus 로고    scopus 로고
    • Understanding the role of noise in stochastic local search: Analysis and experiments
    • Mengshoel, O. J. (2008). Understanding the role of noise in stochastic local search: Analysis and experiments. Artificial Intelligence, 172(8-9), 955-990.
    • (2008) Artificial Intelligence, 172 , Issue.8-9 , pp. 955-990
    • Mengshoel, O.J.1
  • 49
    • 0030232147 scopus 로고    scopus 로고
    • Automatically configuring constraint satisfaction programs: A case study
    • Minton, S. (1996). Automatically configuring constraint satisfaction programs: A case study. Constraints, 1(1), 1-40.
    • (1996) Constraints, 1 , Issue.1 , pp. 1-40
    • Minton, S.1
  • 50
    • 44049112032 scopus 로고
    • Minimizing conflicts: A heuristic repair method for constraint- satisfaction and scheduling problems
    • Minton, S., Johnston, M. D., Philips, A. B., & Laird, P. (1992). Minimizing conflicts: A heuristic repair method for constraint-satisfaction and scheduling problems. Artificial Intelligence, 58(1), 161-205.
    • (1992) Artificial Intelligence, 58 , Issue.1 , pp. 161-205
    • Minton, S.1    Johnston, M.D.2    Philips, A.B.3    Laird, P.4
  • 57
    • 36048965924 scopus 로고    scopus 로고
    • A replica exchange monte carlo algorithm for protein folding in the hp model
    • Thachuk, C., Shmygelska, A., & Hoos, H. H. (2007). A replica exchange monte carlo algorithm for protein folding in the hp model. BMC Bioinformatics, 8, 342-342.
    • (2007) BMC Bioinformatics, 8 , pp. 342-342
    • Thachuk, C.1    Shmygelska, A.2    Hoos, H.H.3
  • 60


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