A new artificial life formalization model: a worm with a Bayesian brain
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Título: | A new artificial life formalization model: a worm with a Bayesian brain |
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Autor/es: | Aznar Gregori, Fidel | Pujol, Mar | Rizo, Ramón | Suau Pérez, Pablo |
Grupo/s de investigación o GITE: | Informática Industrial e Inteligencia Artificial |
Centro, Departamento o Servicio: | Universidad de Alicante. Departamento de Ciencia de la Computación e Inteligencia Artificial |
Palabras clave: | Bayesian programming | Artificial life | Life formalization model |
Área/s de conocimiento: | Ciencia de la Computación e Inteligencia Artificial |
Fecha de publicación: | 2004 |
Editor: | Springer |
Cita bibliográfica: | AZNAR GREGORI, Fidel, et al. “A new artificial life formalization model: a worm with a Bayesian brain”. Lecture notes in computer science. 2004, vol. 3303/2004. ISSN 0302-9743, pp. 124-138 |
Resumen: | This paper shows an application of Bayesian Programming to model a simple artificial life problem: that of a worm trying to live in a world full of poison. Any model of a real phenomenon is incomplete because there will always exist unknown, hidden variables that influence the phenomenon. To solve this problem we apply a new formalism, Bayesian programming, which has previously been used in autonomous robot programming. The proposed worm model has been used to train a population of worms using genetic algorithms. We will see the advantages of our method compared with a classical approach. Finally, we discuss the emergent behaviour patterns we observed in some of the worms and conclude by explaining the advantages of the applied method. |
Patrocinador/es: | This work has been financed by Spanish Comisión Interministerial de Ciencia y Tecnología (CICYT) project number TIC2001-0245-C02-02 and by the Generalitat Valenciana project GV04B685 |
URI: | http://hdl.handle.net/10045/661 |
ISSN: | 0302-9743 |
DOI: | 10.1007/b103729 |
Idioma: | eng |
Tipo: | info:eu-repo/semantics/article |
Derechos: | The original publication is available at www.springerlink.com |
Revisión científica: | si |
Versión del editor: | http://dx.doi.org/10.1007/b103729 |
Aparece en las colecciones: | INV - i3a - Artículos de Revistas INV - MVRLab - Artículos de Revistas |
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