메뉴 건너뛰기




Volumn 60, Issue 1, 2010, Pages 65-89

Tradeoffs in the empirical evaluation of competing algorithm designs

Author keywords

Algorithm configuration; Algorithm design; Empirical analysis; Parameter optimization

Indexed keywords


EID: 79959376680     PISSN: 10122443     EISSN: None     Source Type: Journal    
DOI: 10.1007/s10472-010-9191-0     Document Type: Article
Times cited : (29)

References (35)
  • 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. Oper. Res. 54(1), 99-114 (2006).
    • (2006) Oper. Res , vol.54 , Issue.1 , pp. 99-114
    • Adenso-Diaz, B.1    Laguna, M.2
  • 2
    • 70350773809 scopus 로고    scopus 로고
    • A gender-based genetic algorithm for the automatic configuration of solvers
    • Ansotegui, C., Sellmann, M., Tierney, K.: A gender-based genetic algorithm for the automatic configuration of solvers. In: Proc. of CP-09, pp. 142-157 (2009).
    • (2009) In: Proc. of CP-09 , pp. 142-157
    • Ansotegui, C.1    Sellmann, M.2    Tierney, K.3
  • 3
    • 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 J. Optim. 17(3), 642-664 (2006).
    • (2006) SIAM J. Optim , vol.17 , Issue.3 , pp. 642-664
    • Audet, C.1    Orban, D.2
  • 4
    • 38149018410 scopus 로고    scopus 로고
    • Structural abstraction of software verification conditions
    • Babić, D., Hu, A. J.: Structural abstraction of software verification conditions. In: Proc. of CAV-07, pp. 366-378 (2007).
    • (2007) In: Proc. of CAV-07 , pp. 366-378
    • Babić, D.1    Hu, A.J.2
  • 5
    • 38148998723 scopus 로고    scopus 로고
    • Improvement strategies for the F-Race algorithm: sampling design and iterative refinement
    • Balaprakash, P., Birattari, M., Stützle, T.: Improvement strategies for the F-Race algorithm: sampling design and iterative refinement. In: Proc. of MH'07, pp. 108-122 (2007).
    • (2007) In: Proc. of MH'07 , pp. 108-122
    • Balaprakash, P.1    Birattari, M.2    Stützle, T.3
  • 7
    • 56449107505 scopus 로고
    • OR-Library: distributing test problems by electronic mail
    • Beasley, J.: OR-Library: distributing test problems by electronic mail. J. Oper. Res. Soc. 41(11), 1069-1072 (1990).
    • (1990) J. Oper. Res. Soc , vol.41 , Issue.11 , pp. 1069-1072
    • Beasley, J.1
  • 10
    • 2542423444 scopus 로고
    • Statistical methods for analyzing speedup learning experiments
    • Etzioni, O., Etzioni, R.: Statistical methods for analyzing speedup learning experiments. J. Mach. Learn. Res. 14(3), 333-347 (1994).
    • (1994) J. Mach. Learn. Res , vol.14 , Issue.3 , pp. 333-347
    • Etzioni, O.1    Etzioni, R.2
  • 12
    • 0031370396 scopus 로고    scopus 로고
    • Problem structure in the presence of perturbations
    • Gomes, C. P., Selman, B.: Problem structure in the presence of perturbations. In: Proc. of AAAI-97, pp. 221-226 (1997).
    • (1997) In: Proc. of AAAI-97 , pp. 221-226
    • Gomes, C.P.1    Selman, B.2
  • 13
    • 0035250831 scopus 로고    scopus 로고
    • Algorithm portfolios
    • Gomes, C. P., Selman, B.: Algorithm portfolios. Artif. Intell. 126(1-2), 43-62 (2001).
    • (2001) Artif. Intell , vol.126 , Issue.1-2 , pp. 43-62
    • Gomes, C.P.1    Selman, B.2
  • 14
    • 0026995493 scopus 로고
    • Composer: A probabilistic solution to the utility problem in speed-up learning
    • Gratch, J., Dejong, G.: Composer: A probabilistic solution to the utility problem in speed-up learning. In: Proc. of AAAI-92, pp. 235-240 (1992).
    • (1992) In: Proc. of AAAI-92 , pp. 235-240
    • Gratch, J.1    Dejong, G.2
  • 16
    • 73649098048 scopus 로고    scopus 로고
    • Technical Report TR-2008-16, University of British Columbia, Department of Computer Science
    • Hoos, H. H.: Computer-aided Design of High-performance Algorithms. Technical Report TR-2008-16, University of British Columbia, Department of Computer Science (2008).
    • (2008) Computer-aided Design of High-performance Algorithms
    • Hoos, H.H.1
  • 19
    • 47349133530 scopus 로고    scopus 로고
    • Boosting verification by automatic tuning of decision procedures
    • Hutter, F., Babić, D., Hoos, H. H., Hu, A. J.: Boosting verification by automatic tuning of decision procedures. In: Proc. of FMCAD-07, pp. 27-34 (2007).
    • (2007) In: Proc. of FMCAD-07 , pp. 27-34
    • Hutter, F.1    Babić, D.2    Hoos, H.H.3    Hu, A.J.4
  • 20
    • 33750380289 scopus 로고    scopus 로고
    • Performance prediction and automated tuning of randomized and parametric algorithms
    • Hutter, F., Hamadi, Y., Hoos, H. H., Leyton-Brown, K.: Performance prediction and automated tuning of randomized and parametric algorithms. In: Proc. of CP-06, pp. 213-228 (2006).
    • (2006) In: Proc. of CP-06 , pp. 213-228
    • Hutter, F.1    Hamadi, Y.2    Hoos, H.H.3    Leyton-Brown, K.4
  • 21
    • 73649115991 scopus 로고    scopus 로고
    • ParamILS: an automatic algorithm configuration framework
    • Hutter, F., Hoos, H., Leyton-Brown, K., Stützle, T.: ParamILS: an automatic algorithm configuration framework. JAIR 36, 267-306 (2009).
    • (2009) Jair , vol.36 , pp. 267-306
    • Hutter, F.1    Hoos, H.2    Leyton-Brown, K.3    Stützle, T.4
  • 22
    • 72749107914 scopus 로고    scopus 로고
    • An experimental investigation of model-based parameter optimisation: SPO and beyond
    • Hutter, F., Hoos, H. H., Leyton-Brown, K., Murphy, K. P.: An experimental investigation of model-based parameter optimisation: SPO and beyond. In: Proc. of GECCO-09, pp. 271-278 (2009).
    • (2009) In: Proc. of GECCO-09 , pp. 271-278
    • Hutter, F.1    Hoos, H.H.2    Leyton-Brown, K.3    Murphy, K.P.4
  • 24
    • 36348984418 scopus 로고    scopus 로고
    • Automatic algorithm configuration based on local search
    • Hutter, F., Hoos, H. H., Stützle, T.: Automatic algorithm configuration based on local search. In: Proc. of AAAI-07, pp. 1152-1157 (2007).
    • (2007) In: Proc. of AAAI-07 , pp. 1152-1157
    • Hutter, F.1    Hoos, H.H.2    Stützle, T.3
  • 25
    • 77955002272 scopus 로고    scopus 로고
    • Satenstein: automatically building local search SAT solvers from components
    • KhudaBukhsh, A. R., Xu, L., Hoos, H. H., Leyton-Brown, K.: Satenstein: automatically building local search SAT solvers from components. In: Proc. of IJCAI-09, pp. 517-524 (2009).
    • (2009) In: Proc. of IJCAI-09 , pp. 517-524
    • KhudaBukhsh, A.R.1    Xu, L.2    Hoos, H.H.3    Leyton-Brown, K.4
  • 26
    • 84957035400 scopus 로고    scopus 로고
    • Learning the empirical hardness of optimization problems: the case of combinatorial auctions
    • Leyton-Brown, K., Nudelman, E., Shoham, Y.: Learning the empirical hardness of optimization problems: the case of combinatorial auctions. In: Proc. of CP-02, pp. 556-572 (2002).
    • (2002) In: Proc. of CP-02 , pp. 556-572
    • Leyton-Brown, K.1    Nudelman, E.2    Shoham, Y.3
  • 27
    • 68549128640 scopus 로고    scopus 로고
    • Empirical hardness models: methodology and a case study on combinatorial auctions
    • Leyton-Brown, K., Nudelman, E., Shoham, Y.: Empirical hardness models: methodology and a case study on combinatorial auctions. J. ACM 56(4), 1-52 (2009).
    • (2009) J. ACM , vol.56 , Issue.4 , pp. 1-52
    • Leyton-Brown, K.1    Nudelman, E.2    Shoham, Y.3
  • 28
    • 84978068591 scopus 로고    scopus 로고
    • Towards a universal test suite for combinatorial auction algorithms
    • Leyton-Brown, K., Pearson, M., Shoham, Y.: Towards a universal test suite for combinatorial auction algorithms. In: Proc. of EC-00, pp. 66-76 (2000).
    • (2000) In: Proc. of EC-00 , pp. 66-76
    • Leyton-Brown, K.1    Pearson, M.2    Shoham, Y.3
  • 29
    • 0001923944 scopus 로고
    • Hoeffding races: Accelerating model selection search for classification and function approximation
    • Maron, O., Moore, A.: Hoeffding races: Accelerating model selection search for classification and function approximation. In: Proc. of NIPS-94, pp. 59-66 (1994).
    • (1994) In: Proc. of NIPS-94 , pp. 59-66
    • Maron, O.1    Moore, A.2
  • 30
    • 0030232147 scopus 로고    scopus 로고
    • Automatically configuring constraint satisfaction programs: a case study
    • Minton, S.: Automatically configuring constraint satisfaction programs: a case study. Constraints 1(1), 1-40 (1996).
    • (1996) Constraints , vol.1 , Issue.1 , pp. 1-40
    • Minton, S.1
  • 32
    • 0001546751 scopus 로고
    • A critical look at experimental evaluations of EBL
    • Segre, A., Elkan, C., Russell, A.: A critical look at experimental evaluations of EBL. J. Mach. Learn. 6(2), 183-195 (1991).
    • (1991) J. Mach. Learn , vol.6 , Issue.2 , pp. 183-195
    • Segre, A.1    Elkan, C.2    Russell, A.3
  • 33
    • 79959373529 scopus 로고    scopus 로고
    • SATEx: a web-based framework for SAT experimentation
    • Simon, L., Chatalic, P.: SATEx: a web-based framework for SAT experimentation. In: Proc. of SAT-01 (2001).
    • (2001) In: Proc. of SAT-01
    • Simon, L.1    Chatalic, P.2
  • 35
    • 26444545052 scopus 로고    scopus 로고
    • Benchmarking SAT solvers for bounded model checking
    • Zarpas, E.: Benchmarking SAT solvers for bounded model checking. In: Proc. of SAT-05, pp. 340-354 (2005).
    • (2005) In: Proc. of SAT-05 , pp. 340-354
    • Zarpas, E.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.