메뉴 건너뛰기




Volumn 16, Issue 4, 2012, Pages 683-698

How landscape ruggedness influences the performance of real-coded algorithms: A comparative study

Author keywords

Convergence study; Multi funnel landscape; Real coded optimization; Ruggedness measure

Indexed keywords

COMPARATIVE STUDIES; CONVERGENCE STUDY; FUNCTION SETS; MULTI-FUNNEL LANDSCAPE; NUMERICAL STUDIES; PERFORMANCE OF ALGORITHM; REAL-CODED; RELATIVE SIZES; RUGGEDNESS MEASURE; TOPOLOGICAL PROPERTIES;

EID: 84857994149     PISSN: 14327643     EISSN: 14337479     Source Type: Journal    
DOI: 10.1007/s00500-011-0781-5     Document Type: Article
Times cited : (15)

References (45)
  • 1
    • 51849091325 scopus 로고    scopus 로고
    • On the scalability of real-coded bayesian optimization algorithm
    • Ahn CW, Ramakrishna RS (2008) On the scalability of real-coded bayesian optimization algorithm. IEEE Trans Evol Comput 12(3): 307-322.
    • (2008) IEEE Trans Evol Comput , vol.12 , Issue.3 , pp. 307-322
    • Ahn, C.W.1    Ramakrishna, R.S.2
  • 2
    • 0000300141 scopus 로고    scopus 로고
    • On the classification of NP-complete problems in terms of their correlation coefficient
    • Angel E, Zissimopoulos V (2000) On the classification of NP-complete problems in terms of their correlation coefficient. Discret Appl Math 99: 261-277.
    • (2000) Discret Appl Math , vol.99 , pp. 261-277
    • Angel, E.1    Zissimopoulos, V.2
  • 3
    • 27144512834 scopus 로고    scopus 로고
    • A restart CMA evolution strategy with increasing population size
    • The 2005 IEEE Congress
    • Auger A, Hansen N (2005) A restart CMA evolution strategy with increasing population size. In: Evolutionary Computation, 2005. The 2005 IEEE Congress, vol 2, pp 1769-1776.
    • (2005) Evolutionary Computation, 2005 , vol.2 , pp. 1769-1776
    • Auger, A.1    Hansen, N.2
  • 5
    • 0037083769 scopus 로고    scopus 로고
    • Optimal adaptive performance and delocalization in NK fitness landscapes
    • Campos PRA, Adami C, Wilke CO (2002) Optimal adaptive performance and delocalization in NK fitness landscapes. Phys A 304(3-4): 495-506.
    • (2002) Phys A , vol.304 , Issue.3-4 , pp. 495-506
    • Campos, P.R.A.1    Adami, C.2    Wilke, C.O.3
  • 6
    • 0003602382 scopus 로고
    • 2nd edn. Wiley series in probability and mathematical statistics, Wiley, New York
    • Conover W (1980) Practical nonparametric statistics, 2nd edn. Wiley series in probability and mathematical statistics, Wiley, New York.
    • (1980) Practical nonparametric statistics
    • Conover, W.1
  • 8
    • 0002460716 scopus 로고
    • Epistasis variance: A viewpoint on GA-hardness
    • Davidor Y (1990) Epistasis variance: a viewpoint on GA-hardness. In: FOGA, pp 23-35.
    • (1990) FOGA , pp. 23-35
    • Davidor, Y.1
  • 9
    • 10044279219 scopus 로고    scopus 로고
    • Global optimization of morse clusters by potential energy transformations
    • Doye JPK, Leary RH, Locatelli M, Schoen F (2004) Global optimization of morse clusters by potential energy transformations. INFORMS J Comput 16: 371-379.
    • (2004) INFORMS J Comput , vol.16 , pp. 371-379
    • Doye, J.P.K.1    Leary, R.H.2    Locatelli, M.3    Schoen, F.4
  • 10
    • 0001334115 scopus 로고
    • The CHC adaptive search algorithm
    • Rawlins G (ed), Morgan Kaufmann, NJ
    • Eshelman L (1990) The CHC adaptive search algorithm. In: Rawlins G (ed) Foudations of Genetic Algorithms. Morgan Kaufmann, NJ, pp 265-283.
    • (1990) Foudations of Genetic Algorithms , pp. 265-283
    • Eshelman, L.1
  • 12
    • 70349270458 scopus 로고    scopus 로고
    • A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: a case study on the CEC'2005 special session on real parameter optimization
    • García S, Molina D, Lozano M, Herrera F (2009) A study on the use of non-parametric tests for analyzing the evolutionary algorithms' behaviour: a case study on the CEC'2005 special session on real parameter optimization. J Heuristics 15(6): 617-644.
    • (2009) J Heuristics , vol.15 , Issue.6 , pp. 617-644
    • García, S.1    Molina, D.2    Lozano, M.3    Herrera, F.4
  • 13
    • 77949505265 scopus 로고    scopus 로고
    • Continuous variable neighbourhood search algorithm based on evolutionary metaheuristic components: A scalability test
    • ISDA'09, IEEE Computer Society, Washington, DC, USA
    • García-Martínez C, Lozano M (2009) Continuous variable neighbourhood search algorithm based on evolutionary metaheuristic components: a scalability test. In: ISDA'09: Proceedings of the 2009 Ninth International Conference on Intelligent Systems Design and Applications, IEEE Computer Society, Washington, DC, USA, pp 1074-1079.
    • (2009) Proceedings of the 2009 Ninth International Conference on Intelligent Systems Design and Applications , pp. 1074-1079
    • García-Martínez, C.1    Lozano, M.2
  • 14
    • 33845271655 scopus 로고    scopus 로고
    • The CMA evolution strategy: A comparing review
    • In: Lozano J, Larrañaga P, Inza I, Bengoetxea E (eds), Advances on estimation of distribution algorithms, Springer, Berlin
    • Hansen N (2006) The CMA evolution strategy: a comparing review. In: Lozano J, Larrañaga P, Inza I, Bengoetxea E (eds) Towards a new evolutionary computation. Advances on estimation of distribution algorithms, Springer, Berlin, pp 75-102.
    • (2006) Towards a new evolutionary computation , pp. 75-102
    • Hansen, N.1
  • 16
    • 35048900140 scopus 로고    scopus 로고
    • Evaluating the CMA evolution strategy on multimodal test functions
    • In: Yao X, et al. (eds), LNCS, Springer, Berlin
    • Hansen N, Kern S (2004) Evaluating the CMA evolution strategy on multimodal test functions. In: Yao X, et al. (eds) Parallel Problem Solving from Nature PPSN VIII. LNCS, vol 3242. Springer, Berlin, pp 282-291.
    • (2004) Parallel Problem Solving from Nature PPSN VIII , vol.3242 , pp. 282-291
    • Hansen, N.1    Kern, S.2
  • 17
    • 0035377566 scopus 로고    scopus 로고
    • Completely derandomized self-adaptation in evolution strategies
    • Hansen N, Ostermeier A (2001) Completely derandomized self-adaptation in evolution strategies. Evol Comput 9(2): 159-195.
    • (2001) Evol Comput , vol.9 , Issue.2 , pp. 159-195
    • Hansen, N.1    Ostermeier, A.2
  • 19
    • 26444591907 scopus 로고    scopus 로고
    • Correlation analysis of coupled fitness landscapes: research articles
    • Hordijk W, Kauffman SA (2005) Correlation analysis of coupled fitness landscapes: research articles. Complexity 10(6): 41-49.
    • (2005) Complexity , vol.10 , Issue.6 , pp. 41-49
    • Hordijk, W.1    Kauffman, S.A.2
  • 20
    • 3543124342 scopus 로고
    • Genetic algorithm difficulty and the modality of fitness landscapes
    • Horn J, Goldberg DE (1994) Genetic algorithm difficulty and the modality of fitness landscapes. In: FOGA, pp 243-269.
    • (1994) FOGA , pp. 243-269
    • Horn, J.1    Goldberg, D.E.2
  • 23
    • 0000137074 scopus 로고    scopus 로고
    • Global optimization on funneling landscapes
    • Leary RH (2000) Global optimization on funneling landscapes. J Glob Optim 18(4): 367-383.
    • (2000) J Glob Optim , vol.18 , Issue.4 , pp. 367-383
    • Leary, R.H.1
  • 24
    • 0031707356 scopus 로고    scopus 로고
    • Heuristic random optimization
    • Li J, Rhinehart R (1998) Heuristic random optimization. Comput Chem Eng 22(3): 427-444.
    • (1998) Comput Chem Eng , vol.22 , Issue.3 , pp. 427-444
    • Li, J.1    Rhinehart, R.2
  • 26
    • 56449120084 scopus 로고    scopus 로고
    • The impact of global structure on search
    • In: Rudolph G, Jansen T, Lucas S, Poloni C, Beume N (eds), Lecture Notes in Computer Science, Springer, Berlin/Heidelberg
    • Lunacek M, Whitley D, Sutton A (2008) The impact of global structure on search. In: Rudolph G, Jansen T, Lucas S, Poloni C, Beume N (eds) Parallel Problem Solving from Nature PPSN X, Lecture Notes in Computer Science, vol 5199. Springer, Berlin/Heidelberg, pp 498-507.
    • (2008) Parallel Problem Solving from Nature PPSN X , vol.5199 , pp. 498-507
    • Lunacek, M.1    Whitley, D.2    Sutton, A.3
  • 28
    • 0033331753 scopus 로고    scopus 로고
    • Macroevolutionary algorithms: a new optimization method on fitness landscapes
    • Marín J, Solé RV (1999) Macroevolutionary algorithms: a new optimization method on fitness landscapes. IEEE Trans Evol Comput 3(4): 272-286.
    • (1999) IEEE Trans Evol Comput , vol.3 , Issue.4 , pp. 272-286
    • Marín, J.1    Solé, R.V.2
  • 30
    • 77955460839 scopus 로고    scopus 로고
    • A tunable real-world multi-funnel benchmark problem for evolutionary optimization-and why parallel island models might remedy the failure of CMA-ES on it
    • IJCCI 2009, Funchal, Madeira, Portugal, October 5-7
    • Müller CL, Sbalzarini IF (2009) A tunable real-world multi-funnel benchmark problem for evolutionary optimization-and why parallel island models might remedy the failure of CMA-ES on it. In: IJCCI 2009. Proceedings of the International Joint Conference on Computational Intelligence, Funchal, Madeira, Portugal, October 5-7, pp 248-253.
    • (2009) Proceedings of the International Joint Conference on Computational Intelligence , pp. 248-253
    • Müller, C.L.1    Sbalzarini, I.F.2
  • 31
    • 0000238336 scopus 로고
    • A simplex method for function minimization
    • Nelder JA, Mead R (1965) A simplex method for function minimization. Comput J 7: 308-313.
    • (1965) Comput J , vol.7 , pp. 308-313
    • Nelder, J.A.1    Mead, R.2
  • 35
    • 38749144759 scopus 로고    scopus 로고
    • Coupled map lattices as spatio-temporal fitness functions: landscape measures and evolutionary optimization
    • Richter H (2008) Coupled map lattices as spatio-temporal fitness functions: landscape measures and evolutionary optimization. Phys D 237: 167-186.
    • (2008) Phys D , vol.237 , pp. 167-186
    • Richter, H.1
  • 36
    • 58349113041 scopus 로고    scopus 로고
    • A generator for multimodal test functions with multiple global optima
    • In: Li X, Kirley M, Zhang M, Green D, Ciesielski V, Abbass H, Michalewicz Z, Hendtlass T, Deb K, Tan K, Branke J, Shi Y (eds), Lecture Notes in Computer Science, Springer Berlin/Heidelberg
    • Rönkkönen J, Li X, Kyrki V, Lampinen J (2008) A generator for multimodal test functions with multiple global optima. In: Li X, Kirley M, Zhang M, Green D, Ciesielski V, Abbass H, Michalewicz Z, Hendtlass T, Deb K, Tan K, Branke J, Shi Y (eds) Simulated Evolution and Learning, Lecture Notes in Computer Science, vol 5361. Springer Berlin/Heidelberg, pp 239-248.
    • (2008) Simulated Evolution and Learning , vol.5361 , pp. 239-248
    • Rönkkönen, J.1    Li, X.2    Kyrki, V.3    Lampinen, J.4
  • 37
    • 77955964637 scopus 로고    scopus 로고
    • Black-Box Optimization Benchmarking the IPOP-CMA-ES on the Noiseless Testbed
    • Portland, OR, US
    • Ros R (2010) Black-Box Optimization Benchmarking the IPOP-CMA-ES on the Noiseless Testbed. In: Genetic and Evolutionary Computation Conference 2010, Portland, OR, US, pp 1503-1510.
    • (2010) Genetic and Evolutionary Computation Conference 2010 , pp. 1503-1510
    • Ros, R.1
  • 38
    • 0019525292 scopus 로고
    • Minimization by random search techniques
    • Solis FJ, Wets RJB (1981) Minimization by random search techniques. Math Oper Res 6(1): 19-30.
    • (1981) Math Oper Res , vol.6 , Issue.1 , pp. 19-30
    • Solis, F.J.1    Wets, R.J.B.2
  • 39
  • 40
    • 0142000477 scopus 로고    scopus 로고
    • Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces
    • Storn R, Price K (1997) Differential evolution-a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4): 341-359.
    • (1997) J Glob Optim , vol.11 , Issue.4 , pp. 341-359
    • Storn, R.1    Price, K.2
  • 43
    • 0024991769 scopus 로고
    • Correlated and uncorrelated fitness landscapes and how to tell the difference
    • Weinberger E (1990) Correlated and uncorrelated fitness landscapes and how to tell the difference. Biol Cybern 63(5): 325-336.
    • (1990) Biol Cybern , vol.63 , Issue.5 , pp. 325-336
    • Weinberger, E.1
  • 45
    • 80054000522 scopus 로고    scopus 로고
    • Self-adaptive differential evolution with multi-trajectory search for large-scale optimization
    • doi: 10. 1007/s00500-010-0645-4
    • Zhao SZ, Suganthan P, Das S (2010) Self-adaptive differential evolution with multi-trajectory search for large-scale optimization. Soft Comput 15(11): 2175-2185. doi: 10. 1007/s00500-010-0645-4.
    • (2010) Soft Comput , vol.15 , Issue.11 , pp. 2175-2185
    • Zhao, S.Z.1    Suganthan, P.2    Das, S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.