More Efficient Evolution of Small Genetic Programs in Cartesian Genetic Programming by Using Genotypic Age

Created by W.Langdon from gp-bibliography.bib Revision:1.7630

@InProceedings{Kalkreuth:2016:cec,

• author = "Roman Kalkreuth and Guenter Rudolph and Joerg Krone",
• title = "More Efficient Evolution of Small Genetic Programs in Cartesian Genetic Programming by Using Genotypic Age",
• booktitle = "2016 IEEE Congress of Evolutionary Computation",
• year = "2016",
• editor = "Yun Li",
• pages = "5052--5059",
• address = "Vancouver",
• month = "25-29 " # jul,
• publisher = "IEEE",
• email = "roman.kalkreuth@tu-dortmund.de",
• keywords = "genetic algorithms, genetic programming, cartesian genetic programming",
• isbn13 = "978-1-5090-0623-6",
• DOI = "doi:10.1109/CEC.2016.7748330",
• abstract = "Genetic Programming as an automated method to evolve suitable computer programs for a predefined task can also be applied to multi-objective optimization problems. Originally, Genetic Programming uses tree structures for the representation of a computer program, but further development also enabled a graph based representation called Cartesian Genetic Programming. In the last years, Cartesian Genetic Programming has also been applied to multi-objective optimization problems. For example, we use this representation to determine smaller mathematical expressions or image processing filters with a maximum number of operators. Previous research showed that algorithm stagnation is a common issue in Cartesian Genetic Programming. This behaviour comes along with a decrease of diversity in the population and increases the computational effort to find a suitable solution. In this paper, we combine the multi-objective search for smaller genetic programs with an efficient diversity preservation technique. A modified version of the popular NSGA-II algorithm is presented to evolve small programs with a lower amount of fitness evaluations and a higher success rate.",
• notes = "WCCI2016",

}

Genetic Programming entries for Roman Tobias Kalkreuth Guenter Rudolph Joerg Krone

Citations