Modular Neural Networks Evolved by Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8194

@InProceedings{cho:1996:mNNeGP,

• author = "Sung-Bae Cho and Katsunori Shimohara",
• title = "Modular Neural Networks Evolved by Genetic Programming",
• booktitle = "Proceedings of the 1996 {IEEE} International Conference on Evolutionary Computation",
• year = "1996",
• volume = "1",
• pages = "681--684",
• address = "Nagoya, Japan",
• month = "20-22 " # may,
• organisation = "IEEE Neural Network Council",
• keywords = "genetic algorithms, genetic programming, Khepera, artificial life, artificial neural network, behavior based robots, control system design, evolutionary mechanism, evolvable model, genetic programming, handwritten digits, modular neural networks, network architectures, randomly connected networks, visual categorization task, intelligent control, neural net architecture, neurocontrollers, systems analysis",
• ISBN = "0-7803-2902-3",
• DOI = "doi:10.1109/ICEC.1996.542683",
• size = "4 pages",
• abstract = "In this paper we present an evolvable model of modular neural networks which are rich in autonomy and creativity. In order to build an artificial neural network which is rich in autonomy and creativity, we have adopted the ideas and methodologies of Artificial Life. This paper describes the concepts and methodologies for the evolvable model of modular neural networks, which will be able not only to develop new functionality spontaneously but also to grow and evolve its own structure autonomously. Although the ultimate goal of this model is to design the control system for such behaviour-based robots as Khepera, we have attempted to apply the mechanism to a visual categorisation task with handwritten digits. The evolutionary mechanism has shown a strong possibility to generate useful network architectures from an initial set of randomly-connected networks.",
• notes = "ICEC-96 Evolves ANN network for recognising human written characters",

}

Genetic Programming entries for Sung Bae Cho Katsunori Shimohara

Citations