A Dynamic Programming Approach to Individual Initialization in Genetic Programming

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@InProceedings{Kren:2015:ieeeSMC,

• author = "Tomas Kren and Roman Neruda",
• booktitle = "2015 IEEE International Conference on Systems, Man, and Cybernetics (SMC)",
• title = "A Dynamic Programming Approach to Individual Initialization in Genetic Programming",
• year = "2015",
• pages = "1752--1757",
• keywords = "genetic algorithms, genetic programming, initialization, Dynamic programming",
• DOI = "doi:10.1109/SMC.2015.307",
• month = oct,
• size = "6 pages",
• abstract = "In this paper we present a new initialization method for genetic programming based on randomized exhaustive enumeration. It naturally enables complete sharing of sub trees among individuals which in turn allows an efficient reuse of computations. Moreover, it can be implemented as a random one pass initialization. We present experimental results on different instances of simple symbolic regression exploring the landscape of possible initializations based on our approach and confirming the usability of these initializations.",
• notes = "Fac. of Math. & Phys., Charles Univ. in Prague, Prague, Czech Republic

  Also known as \cite{7379439}",

}

Genetic Programming entries for Tomas Kren Roman Neruda

Citations