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Volumn 10, Issue 2, 2006, Pages 167-174

Redundancy and computational efficiency in cartesian genetic programming

Author keywords

Cartesian genetic programming (CGP); Code bloat; Genetic programming; Graph based representations; Introns

Indexed keywords

EVOLUTIONARY ALGORITHMS; GRAPH THEORY; MATHEMATICAL OPERATORS;

EID: 33645575181     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2006.871253     Document Type: Article
Times cited : (225)

References (59)
  • 1
    • 0000808060 scopus 로고
    • "Emergent phenomena in genetic programming"
    • A. V. Sebald and L. J. Fogel, Eds. Singapore
    • L. Altenberg, "Emergent phenomena in genetic programming," in Evolutionary Programming: Proc. 3rd Annu. Conf., A. V. Sebald and L. J. Fogel, Eds. Singapore, 1994, pp. 233-241.
    • (1994) Evolutionary Programming: Proc. 3rd Annu. Conf. , pp. 233-241
    • Altenberg, L.1
  • 2
    • 0041812195 scopus 로고    scopus 로고
    • "Subtree crossover causes bloat"
    • J. R. Koza et al., Eds. San Mateo, CA: Morgan Kaufmann
    • P. J. Angeline, "Subtree crossover causes bloat," in Genetic Programming 1998: Proc. 3rd Annu. Conf., J. R. Koza et al., Eds. San Mateo, CA: Morgan Kaufmann, 1998, pp. 745-752.
    • (1998) Genetic Programming 1998: Proc. 3rd Annu. Conf. , pp. 745-752
    • Angeline, P.J.1
  • 3
    • 24644473270 scopus 로고    scopus 로고
    • An investigation into Cartesian genetic programming within the field of evolutionary art
    • Dept. Computer Science, Univ. Birmingham. [Online]. Available:
    • L. Ashmore. (2000) An investigation into Cartesian genetic programming within the field of evolutionary art. Dept. Computer Science, Univ. Birmingham. [Online]. Available: http://www.gaga.demon.co.uk/evoart.htm
    • (2000)
    • Ashmore, L.1
  • 5
    • 85027518033 scopus 로고
    • "Genotype-phenotype-mapping and neutral variation: A case study in genetic programming"
    • New York
    • W. Banzhaf, "Genotype-phenotype-mapping and neutral variation: A case study in genetic programming," in Proc. Conf. Parallel Problem Solving from Nature III. New York, 1994, pp. 322-332.
    • (1994) Proc. Conf. Parallel Problem Solving from Nature III , pp. 322-332
    • Banzhaf, W.1
  • 7
    • 0002084307 scopus 로고    scopus 로고
    • "Ruggedness and neutrality - The NKp family of fitness landscapes"
    • C. Adami, R. Belew, H. Kitano, and C. Taylor, Eds. Cambridge, MA
    • L. Barnett, "Ruggedness and neutrality - The NKp family of fitness landscapes," in Proc. 6th Int. Conf. Artif. Life, C. Adami, R. Belew, H. Kitano, and C. Taylor, Eds. Cambridge, MA, 1998, pp. 18-27.
    • (1998) Proc. 6th Int. Conf. Artif. Life , pp. 18-27
    • Barnett, L.1
  • 8
    • 0004001346 scopus 로고
    • "Genetic programming and redundancy"
    • J. Hopf, Ed: Max-Planck-Institut für Informatik (MPI-I-94-241) (Workshop KI-94), Saarbrücken)
    • T. Blickle and L. Thiele, "Genetic programming and redundancy," in Genetic Algorithms Within Framework Evolutionary Computation, J. Hopf, Ed: Max-Planck-Institut für Informatik (MPI-I-94-241), 1994, pp. 33-38. (Workshop KI-94), Saarbrücken).
    • (1994) Genetic Algorithms Within Framework Evolutionary Computation , pp. 33-38
    • Blickle, T.1    Thiele, L.2
  • 11
    • 0002379542 scopus 로고
    • "Relative building-block fitness and the building-block hypothesis"
    • D. Whitley, Ed. San Mateo, CA: Morgan Kaufmann
    • S. Forrest and M. Mitchell, "Relative building-block fitness and the building-block hypothesis," in Foundations of Genetic Programming 2, D. Whitley, Ed. San Mateo, CA: Morgan Kaufmann, 1993, pp. 109-126.
    • (1993) Foundations of Genetic Programming 2 , pp. 109-126
    • Forrest, S.1    Mitchell, M.2
  • 13
    • 24644447117 scopus 로고    scopus 로고
    • "Cartesian genetic programming and the post docking filtering problem"
    • U.-M. O'Reilly, Ed
    • A. B. Garmendia-Doval and J. F. Miller, "Cartesian genetic programming and the post docking filtering problem," in Genetic Programming Theory Practice II, U.-M. O'Reilly, Ed., 2004, pp. 225-244.
    • (2004) Genetic Programming Theory Practice II , pp. 225-244
    • Garmendia-Doval, A.B.1    Miller, J.F.2
  • 14
    • 0029791455 scopus 로고    scopus 로고
    • "Exploring phenotype space through neutral evolution"
    • M. A. Huynen, "Exploring phenotype space through neutral evolution," J. Molecular Evol., vol. 43, pp. 165-169, 1996.
    • (1996) J. Molecular Evol. , vol.43 , pp. 165-169
    • Huynen, M.A.1
  • 15
    • 0030030533 scopus 로고    scopus 로고
    • "Smoothness within ruggedness: The role of neutrality in adaptation"
    • M. A. Huynen, P. F. Stadler, and W. Fontana, "Smoothness within ruggedness: The role of neutrality in adaptation," Proc. Nat. Acad. Sci., vol. 93, pp. 397-401, 1996.
    • (1996) Proc. Nat. Acad. Sci. , vol.93 , pp. 397-401
    • Huynen, M.A.1    Stadler, P.F.2    Fontana, W.3
  • 16
    • 0014421064 scopus 로고
    • "Evolutionary rate at the molecular level"
    • M. Kimura, "Evolutionary rate at the molecular level," Nature, vol. 217, pp. 624-626, 1968.
    • (1968) Nature , vol.217 , pp. 624-626
    • Kimura, M.1
  • 17
    • 33645570740 scopus 로고    scopus 로고
    • "On the utility of redundant encodings in mutation-based evolutionary search"
    • H.-P. Schwefel et al., Eds.. New York Lecture Notes in Computer Science
    • J. D. K. Richard and A. Watson, "On the utility of redundant encodings in mutation-based evolutionary search," in Parallel Problem Solving from Nature - Proc. PPSN VII, 7th Int. Conf., H.-P. Schwefel et al., Eds.. New York, 2002, pp. 7-11. Lecture Notes in Computer Science.
    • (2002) Parallel Problem Solving from Nature - Proc. PPSN VII, 7th Int. Conf. , pp. 7-11
    • Richard, J.D.K.1    Watson, A.2
  • 19
    • 0031678918 scopus 로고    scopus 로고
    • "The evolution of size in variable length representations"
    • Piscataway, NJ
    • W. B. Langdon, "The evolution of size in variable length representations," in Proc. IEEE Int. Conf. Evol. Comput.. Piscataway, NJ, 1998, pp. 633-638.
    • (1998) Proc. IEEE Int. Conf. Evol. Comput. , pp. 633-638
    • Langdon, W.B.1
  • 20
    • 84958982367 scopus 로고    scopus 로고
    • "Fitness causes bloat: Mutation"
    • W. Banzhaf, R. Poli, M. Schoenauer, and T. C. Fogarty, Eds. New York
    • W. B. Langdon and R. Poli, "Fitness causes bloat: Mutation," in Proc. EuroGP'98: First European Workshop on Genetic Programming, W. Banzhaf, R. Poli, M. Schoenauer, and T. C. Fogarty, Eds. New York, 1998, pp. 37-48.
    • (1998) Proc. EuroGP'98: First European Workshop on Genetic Programming , pp. 37-48
    • Langdon, W.B.1    Poli, R.2
  • 22
    • 0013096176 scopus 로고    scopus 로고
    • "The evolution of size and shape"
    • L. Spector, W. B. Langdon, U.-M. O'Reilly, and P. J. Angeline, Eds. Cambridge, MA: MIT Press
    • W. B. Langdon, T. Soule, R. Poli, and J. Foster, "The evolution of size and shape," in Advances in Genetic Programming, L. Spector, W. B. Langdon, U.-M. O'Reilly, and P. J. Angeline, Eds. Cambridge, MA: MIT Press, 1999, vol. 3, pp. 163-190.
    • (1999) Advances in Genetic Programming , vol.3 , pp. 163-190
    • Langdon, W.B.1    Soule, T.2    Poli, R.3    Foster, J.4
  • 23
    • 0042815112 scopus 로고    scopus 로고
    • "Quadratic bloat in genetic programming"
    • D. Whitley, D. Goldberg, E. Cantú-Paz, L. Spector, I. Parmee, and H.-G. Beyer, Eds. San Mateo, CA
    • W. B. Langdon, "Quadratic bloat in genetic programming," in Proc. Genetic Evol. Comput. Conf., D. Whitley, D. Goldberg, E. Cantú-Paz, L. Spector, I. Parmee, and H.-G. Beyer, Eds. San Mateo, CA, 2000, pp. 451-458.
    • (2000) Proc. Genetic Evol. Comput. Conf. , pp. 451-458
    • Langdon, W.B.1
  • 24
    • 0002097275 scopus 로고
    • "Inserting introns improves genetic algorithm success rate: Taking a cue from biology"
    • R. K. Belew and L. B. Booker, Eds. San Mateo, CA
    • J. R. Levenick, "Inserting introns improves genetic algorithm success rate: Taking a cue from biology," in Proc. 4th Int. Conf. Genetic Algorithms, R. K. Belew and L. B. Booker, Eds. San Mateo, CA, 1991, pp. 123-127.
    • (1991) Proc. 4th Int. Conf. Genetic Algorithms , pp. 123-127
    • Levenick, J.R.1
  • 25
    • 0041812153 scopus 로고    scopus 로고
    • "Genetic programming"
    • W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA
    • S. Luke, S. Hamahashi, and H. Kitano, "Genetic programming," in Proc. Genetic Evol. Comput. Conf., W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA, 1999, pp. 1098-1105.
    • (1999) Proc. Genetic Evol. Comput. Conf. , pp. 1098-1105
    • Luke, S.1    Hamahashi, S.2    Kitano, H.3
  • 27
    • 0001918983 scopus 로고
    • "Accurate replication in genetic programming"
    • L. Eshelman, Ed.. San Mateo, CA
    • N. F. McPhee and J. D. Miller, "Accurate replication in genetic programming," in Genetic Algorithms: Proc. 6th Int. Conf., L. Eshelman, Ed.. San Mateo, CA, 1995, pp. 303-309.
    • (1995) Genetic Algorithms: Proc. 6th Int. Conf. , pp. 303-309
    • McPhee, N.F.1    Miller, J.D.2
  • 28
    • 1542293621 scopus 로고    scopus 로고
    • "Analysis of genetic diversity through population history"
    • W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA
    • N. F. McPhee and N. J. Hopper, "Analysis of genetic diversity through population history," in Proc. Genetic Evol. Comput. Conf., W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA, 1999, pp. 1112-1120.
    • (1999) Proc. Genetic Evol. Comput. Conf. , pp. 1112-1120
    • McPhee, N.F.1    Hopper, N.J.2
  • 30
    • 73849095098 scopus 로고    scopus 로고
    • "An empirical study of the efficiency of learning Boolean functions using a cartesian genetic programming approach"
    • W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA
    • J. F. Miller, "An empirical study of the efficiency of learning Boolean functions using a cartesian genetic programming approach," in Proc. Genetic Evol. Comput. Conf., W. Banzhaf, J. Daida, A. E. Eiben, M. H. Garzon, V. Honavar, M. Jakiela, and R. E. Smith, Eds. San Mateo, CA, 1999, pp. 1135-1142.
    • (1999) Proc. Genetic Evol. Comput. Conf. , pp. 1135-1142
    • Miller, J.F.1
  • 31
    • 84958970348 scopus 로고    scopus 로고
    • "Evolution of digital filters using a gate array model"
    • R. Poli et al., Eds.. New York Lecture Notes in Computer Science vol. 1596
    • J. F. Miller, "Evolution of digital filters using a gate array model," in Proc. 1st Eur. Workshops Evolutionary Image Analysis, Signal Processing Telecommun., vol. 1596, R. Poli et al., Eds.. New York, 1999, pp. 17-30. Lecture Notes in Computer Science, vol. 1596.
    • (1999) Proc. 1st Eur. Workshops Evolutionary Image Analysis, Signal Processing Telecommun. , vol.1596 , pp. 17-30
    • Miller, J.F.1
  • 32
    • 84946491745 scopus 로고    scopus 로고
    • "Cartesian genetic programming"
    • R. Poli, W. Banzhaf, W. B. Langdon, J. F. Miller, P. Nordin, and T. C. Fogarty, Eds. Lecture Notes in Computer Science
    • J. F. Miller and P. Thomson, "Cartesian genetic programming," in Proc. 3rd Eur. Conf. Genetic Programming, vol. 1802, R. Poli, W. Banzhaf, W. B. Langdon, J. F. Miller, P. Nordin, and T. C. Fogarty, Eds., 2000, pp. 121-132. Lecture Notes in Computer Science.
    • (2000) Proc. 3rd Eur. Conf. Genetic Programming , vol.1802 , pp. 121-132
    • Miller, J.F.1    Thomson, P.2
  • 34
  • 35
    • 27144471553 scopus 로고    scopus 로고
    • "What bloat? Cartesian genetic programming on boolean problems"
    • E. D. Goodman, Ed
    • J. Miller, "What bloat? Cartesian genetic programming on boolean problems," in Proc. Genetic Evol. Comput. Conf.: Late Breaking Papers, E. D. Goodman, Ed., 2001, pp. 295-302.
    • (2001) Proc. Genetic Evol. Comput. Conf.: Late Breaking Papers , pp. 295-302
    • Miller, J.1
  • 36
    • 84957014403 scopus 로고    scopus 로고
    • "A developmental method for growing graphs and circuits"
    • A. M. Tyrrell et al., Eds.. New York Lecture Notes in Computer Science
    • J. F. Miller and P. Thomson, "A developmental method for growing graphs and circuits," in Evolvable Systems: From Biology to Hardware, Proc. 5th Int. Conf. ICES 2003, vol. 2606, A. M. Tyrrell et al., Eds.. New York, 2003, pp. 93-104. Lecture Notes in Computer Science.
    • (2003) Evolvable Systems: From Biology to Hardware, Proc. 5th Int. Conf. ICES 2003 , vol.2606 , pp. 93-104
    • Miller, J.F.1    Thomson, P.2
  • 37
    • 84903495977 scopus 로고    scopus 로고
    • "Evolving the program for a cell: From French flags to Boolean circuits"
    • S. J. Kumar and P. J. Bentley, Eds. New York: Academic
    • J. F. Miller and W. Banzhaf, "Evolving the program for a cell: From French flags to Boolean circuits," in On Growth, Form and Computers, S. J. Kumar and P. J. Bentley, Eds. New York: Academic, 2003, pp. 278-301.
    • (2003) On Growth, Form and Computers , pp. 278-301
    • Miller, J.F.1    Banzhaf, W.2
  • 38
    • 7444228482 scopus 로고    scopus 로고
    • "Evolving developmental programs for adaptation, morphogenesis, and self-repair"
    • W. Banzhaf et al., Eds. New York: Springer-Verlag Lecture Notes in Artificial Intelligence
    • J. F. Miller, "Evolving developmental programs for adaptation, morphogenesis, and self-repair," in Advances in Artificial Life, Proc. ECAL, W. Banzhaf et al., Eds. New York: Springer-Verlag, 2003, vol. 2801, pp. 256-265. Lecture Notes in Artificial Intelligence.
    • (2003) Advances in Artificial Life, Proc. ECAL , vol.2801 , pp. 256-265
    • Miller, J.F.1
  • 39
    • 0002315591 scopus 로고
    • "A compiling genetic programming system that directly manipulates the machine code"
    • K. E. Kinnear, Jr., Ed. Cambridge, MA: MIT Press ch. 14
    • P. Nordin, "A compiling genetic programming system that directly manipulates the machine code," in Advances in Genetic Programming, K. E. Kinnear, Jr., Ed. Cambridge, MA: MIT Press, 1994, ch. 14, pp. 311-331.
    • (1994) Advances in Genetic Programming , pp. 311-331
    • Nordin, P.1
  • 40
    • 0005235629 scopus 로고
    • "Explicity defined introns and destructive crossover in genetic programming"
    • P. J. Angeline and K. E. Kinnear, Jr., Eds. Cambridge, MA: MIT Press
    • P. Nordin, F. Francone, and W. Banzhaf, "Explicity defined introns and destructive crossover in genetic programming," in Advances in Genetic Programming, P. J. Angeline and K. E. Kinnear, Jr., Eds. Cambridge, MA: MIT Press, 1995, vol. 2, pp. 111-134.
    • (1995) Advances in Genetic Programming , vol.2 , pp. 111-134
    • Nordin, P.1    Francone, F.2    Banzhaf, W.3
  • 41
    • 0003357176 scopus 로고
    • "Complexity compression and evolution"
    • L. Eshelman, Ed.. San Mateo, CA
    • P. Nordin and W. Banzhaf, "Complexity compression and evolution," in Genetic Algorithms: Proc. 6th Int. Conf., L. Eshelman, Ed.. San Mateo, CA, 1995, pp. 310-317.
    • (1995) Genetic Algorithms: Proc. 6th Int. Conf. , pp. 310-317
    • Nordin, P.1    Banzhaf, W.2
  • 42
    • 0242412778 scopus 로고    scopus 로고
    • "Evolution of graph-like programs with parallel distributed genetic programming"
    • T. Bäck, Ed.. San Mateo, CA
    • R. Poli, "Evolution of graph-like programs with parallel distributed genetic programming," in Genetic Algorithms: Proc. 7th Int. Conf., T. Bäck, Ed.. San Mateo, CA, 1996, pp. 346-353.
    • (1996) Genetic Algorithms: Proc. 7th Int. Conf. , pp. 346-353
    • Poli, R.1
  • 43
    • 0002340833 scopus 로고    scopus 로고
    • "Generality versus size in genetic programming"
    • J. R. Koza et al., Eds.. Cambridge, MA
    • J. Rosca et al., "Generality versus size in genetic programming," in Genetic Programming 1996: Proc. 1st Annu. Conf., J. R. Koza et al., Eds.. Cambridge, MA, 1996, pp. 381-387.
    • (1996) Genetic Programming 1996: Proc. 1st Annu. Conf. , pp. 381-387
    • Rosca, J.1
  • 44
    • 24644499189 scopus 로고    scopus 로고
    • "Adaptivity in cell based optimization for information ecosystems"
    • Piscataway, NJ
    • J. Rothermich, F. Wang, and J. F. Miller, "Adaptivity in cell based optimization for information ecosystems," in Proc. Congr. Evol. Comput.. Piscataway, NJ, 2003, pp. 490-497.
    • (2003) Proc. Congr. Evol. Comput. , pp. 490-497
    • Rothermich, J.1    Wang, F.2    Miller, J.F.3
  • 45
    • 77955947597 scopus 로고    scopus 로고
    • "Studying the emergence of multicellularity with cartesian genetic programming in artificial life"
    • E. Cantu-Paz, Ed. AAAI
    • J. A. Rothermich and J. F. Miller, "Studying the emergence of multicellularity with cartesian genetic programming in artificial life," in Proc. Genetic Evol. Comput. Conf.: Late Breaking Papers, E. Cantu-Paz, Ed., 2002, pp. 397-403. AAAI.
    • (2002) Proc. Genetic Evol. Comput. Conf.: Late Breaking Papers , pp. 397-403
    • Rothermich, J.A.1    Miller, J.F.2
  • 46
    • 0344946467 scopus 로고    scopus 로고
    • "Redundant representations in evolutionary computation"
    • F. Rothlauf and D. Goldberg, "Redundant representations in evolutionary computation," Evol. Comput., vol. 11, no. 4, pp. 381-415, 2003.
    • (2003) Evol. Comput. , vol.11 , Issue.4 , pp. 381-415
    • Rothlauf, F.1    Goldberg, D.2
  • 47
    • 0003442567 scopus 로고
    • "Kybernetische evolution als strategie der experimentelen forschung in der stromungstechnik"
    • M.S. thesis, Technical Univ. Berlin
    • H. P. Schwefel, "Kybernetische evolution als strategie der experimentelen forschung in der stromungstechnik," M.S. thesis, Technical Univ. Berlin, 1965.
    • (1965)
    • Schwefel, H.P.1
  • 49
    • 0032235377 scopus 로고    scopus 로고
    • "Code growth, explicitly defined introns, and alternative selection schemes"
    • P. W. Smith and K. Harries, "Code growth, explicitly defined introns, and alternative selection schemes," Evol. Comput., vol. 6, no. 4, pp. 339-360, 1998.
    • (1998) Evol. Comput. , vol.6 , Issue.4 , pp. 339-360
    • Smith, P.W.1    Harries, K.2
  • 51
    • 0005667950 scopus 로고    scopus 로고
    • "Code growth in genetic programming"
    • Ph.D. dissertation, Univ. Idaho
    • T. Soule, "Code growth in genetic programming," Ph.D. dissertation, Univ. Idaho, 1998.
    • (1998)
    • Soule, T.1
  • 52
    • 1542323511 scopus 로고    scopus 로고
    • "An analysis of the causes of code growth in genetic programming"
    • T. Soule and R. B. Heckendorn, "An analysis of the causes of code growth in genetic programming," Genetic Programming Evolvable Machines, vol. 3, pp. 283-309, 2002.
    • (2002) Genetic Programming Evolvable Machines , vol.3 , pp. 283-309
    • Soule, T.1    Heckendorn, R.B.2
  • 53
    • 0004113554 scopus 로고
    • "Recombination, selection, and the genetic construction of computer programs"
    • Ph.D. dissertation, Univ. Southern California
    • W. A. Tackett, "Recombination, selection, and the genetic construction of computer programs," Ph.D. dissertation, Univ. Southern California, 1994.
    • (1994)
    • Tackett, W.A.1
  • 54
    • 84937438417 scopus 로고    scopus 로고
    • "The advantages of landscape neutrality in digital circuit evolution"
    • J. F. Miller, A. Thompson, P. Thomson, and T. C. Fogarty, Eds. New York Lecture Notes in Computer Science
    • V. K. Vassilev and J. F. Miller, "The advantages of landscape neutrality in digital circuit evolution," in Proc. 3rd Int. Conf. Evolvable Systems: From Biology to Hardware, vol. 1801, J. F. Miller, A. Thompson, P. Thomson, and T. C. Fogarty, Eds. New York, 2000, pp. 252-263. Lecture Notes in Computer Science.
    • (2000) Proc. 3rd Int. Conf. Evolvable Systems: From Biology to Hardware , vol.1801 , pp. 252-263
    • Vassilev, V.K.1    Miller, J.F.2
  • 56
    • 33749401219 scopus 로고    scopus 로고
    • "Evolution and acquisition of modules in Cartesian genetic programming"
    • M. Keijzer et al., Eds.. New York Lecture Notes in Computer Science
    • J. A. Walker and J. F. Miller, "Evolution and acquisition of modules in Cartesian genetic programming," in Proc. 7th Eur. Conf. Genetic Programming, vol. 3003, M. Keijzer et al., Eds.. New York, 2004, pp. 187-197. Lecture Notes in Computer Science.
    • (2004) Proc. 7th Eur. Conf. Genetic Programming , vol.3003 , pp. 187-197
    • Walker, J.A.1    Miller, J.F.2
  • 57
    • 0013178974 scopus 로고
    • "Empirical studies of the genetic algorithm with noncoding segments"
    • S. Wu and R. K. Lindsay, "Empirical studies of the genetic algorithm with noncoding segments," Evol. Comput., vol. 3, pp. 121-148, 1995.
    • (1995) Evol. Comput. , vol.3 , pp. 121-148
    • Wu, S.1    Lindsay, R.K.2
  • 58
    • 84937413225 scopus 로고    scopus 로고
    • "Neutrality and evolvability of a boolean function landscape"
    • J. F. Miller, M. Tomassini, and W. Langdon, Eds. New York Lecture Notes in Computer Science
    • T. Yu and J. F. Miller, "Neutrality and evolvability of a boolean function landscape," in Proc. 4th Eur. Conf. Genetic Programming, vol. 2038, J. F. Miller, M. Tomassini, and W. Langdon, Eds. New York, 2001, pp. 204-217. Lecture Notes in Computer Science.
    • (2001) Proc. 4th Eur. Conf. Genetic Programming , vol.2038 , pp. 204-217
    • Yu, T.1    Miller, J.F.2
  • 59
    • 84943244463 scopus 로고    scopus 로고
    • "Finding needles in haystacks is not hard with neutrality"
    • T. Yu and J. Miller, "Finding needles in haystacks is not hard with neutrality," in Proc. Eur. Conf. Genetic Programming, 2002, pp. 13-25.
    • (2002) Proc. Eur. Conf. Genetic Programming , pp. 13-25
    • Yu, T.1    Miller, J.2


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