Evolving Bot's AI in Unreal

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{Mora-Garcia:2010:EvoGAMES,

• author = "Antonio Mora and Juan Julian Merelo and Ramon Montoya and Pablo Garcia and Pedro Castillo and Juan Luis Jimenez and Anna Esparcia and Ana Martinez",
• title = "Evolving Bot's AI in Unreal",
• booktitle = "EvoGAMES",
• year = "2010",
• editor = "Cecilia {Di Chio} and Stefano Cagnoni and Carlos Cotta and Marc Ebner and Aniko Ekart and Anna I. Esparcia-Alcazar and Chi-Keong Goh and Juan J. Merelo and Ferrante Neri and Mike Preuss and Julian Togelius and Georgios N. Yannakakis",
• volume = "6024",
• series = "LNCS",
• pages = "171--180",
• address = "Istanbul",
• month = "7-9 " # apr,
• organisation = "EvoStar",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-642-12238-5",
• DOI = "doi:10.1007/978-3-642-12239-2_18",
• abstract = "This paper describes the design, implementation and results of an evolutionary bot inside the PC game Unreal, that is, an autonomous enemy which tries to beat the human player and/or some other bots. The default artificial intelligence (AI) of this bot has been improved using two different evolutionary methods: genetic algorithms (GAs) and genetic programming (GP). The first one has been applied for tuning the parameters of the hard-coded values inside the bot AI code. The second method has been used to change the default set of rules (or states) that defines its behaviour. Both techniques yield very good results, evolving bots which are capable to beat the default ones. The best results are yielded for the GA approach, since it just does a refinement following the default behaviour rules, while the GP method has to redefine the whole set of rules, so it is harder to get good results.",
• notes = "EvoGAMES'2010 held in conjunction with EuroGP'2010 EvoCOP2010 EvoBIO2010",

}

Genetic Programming entries for Antonio M Mora Garcia Juan Julian Merelo Ramon Montoya Pablo Garcia-Sanchez Pedro A Castillo Valdivieso Juan Luis Jimenez Anna Esparcia-Alcazar Anais Martinez

Citations