Memory with Memory in Tree-based Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8120

@InProceedings{Poli:2009:eurogp,

• author = "Riccardo Poli and Nicholas McPhee and Luca Citi and Ellery Crane",
• title = "Memory with Memory in Tree-based Genetic Programming",
• booktitle = "Proceedings of the 12th European Conference on Genetic Programming, EuroGP 2009",
• year = "2009",
• editor = "Leonardo Vanneschi and Steven Gustafson and Alberto Moraglio and Ivanoe {De Falco} and Marc Ebner",
• volume = "5481",
• series = "LNCS",
• pages = "25--36",
• address = "Tuebingen",
• month = apr # " 15-17",
• organisation = "EvoStar",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-01180-1",
• DOI = "doi:10.1007/978-3-642-01181-8_3",
• size = "12 pages",
• abstract = "In recent work on linear register-based genetic programming (GP) we introduced the notion of Memory-with-Memory (MwM), where the results of operations are stored in registers using a form of soft assignment which blends a result into the current content of a register rather than entirely replace it. The MwM system yielded very promising results on a set of symbolic regression problems. In this paper, we propose a way of introducing MwM style behaviour in treebased GP systems. The technique requires only very minor modifications to existing code, and, therefore, is easy to apply. Experiments on a variety of synthetic and real-world problems show that MwM is very beneficial in tree-based GP, too.",
• notes = "Part of \cite{conf/eurogp/2009} EuroGP'2009 held in conjunction with EvoCOP2009, EvoBIO2009 and EvoWorkshops2009",

}

Genetic Programming entries for Riccardo Poli Nicholas Freitag McPhee Luca Citi Ellery Fussell Crane

Citations