Automatic invention of fitness functions with application to scene generation

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Reference

Colton, Simon: Automatic invention of fitness functions with application to scene generation. In: EvoMUSART 2008, S. 381-391.

DOI

http://link.springer.com/10.1007/978-3-540-78761-7_41

Abstract

We investigate the automatic construction of visual scenes via a hybrid evolutionary/hill-climbing approach using a correlation-based fitness function. This forms part of The Painting Fool system, an automated artist which is able to render the scenes using simulated art materials. We further describe a novel method for inventing fitness functions using the HR descriptive machine learning system, and we combine this with The Painting Fool to generate and artistically render novel scenes. We demonstrate the potential of this approach with applications to cityscape and flower arrangement scene generation.

Extended Abstract

Bibtex

@incollection{
year={2008},
isbn={978-3-540-78760-0},
booktitle={Applications of Evolutionary Computing},
volume={4974},
series={Lecture Notes in Computer Science},
editor={Giacobini, Mario and Brabazon, Anthony and Cagnoni, Stefano and Di Caro, GianniA. and Drechsler, Rolf and Ekárt, Anikó and Esparcia-Alcázar, AnnaIsabel and Farooq, Muddassar and Fink,  Andreas and McCormack, Jon and O’Neill, Michael and Romero, Juan and Rothlauf, Franz and Squillero, Giovanni and Uyar, A.Şima and Yang, Shengxiang},
doi={10.1007/978-3-540-78761-7_41},
title={Automatic Invention of Fitness Functions with Application to Scene Generation},
url={http://dx.doi.org/10.1007/978-3-540-78761-7_41 http://de.evo-art.org/index.php?title=Automatic_invention_of_fitness_functions_with_application_to_scene_generation },
publisher={Springer Berlin Heidelberg},
author={Colton, Simon},
pages={381-391},
language={English}
}

Used References

Boden, M.: The Creative Mind. Weidenfeld and Nicolson (1990)

Buchanan, B.: Creativity at the meta-level: Presidential address at AAAI-2000. AI Magazine 22(3), 13–28 (2001)

Colton, S.: Refactorable numbers - a machine invention. Journal of Integer Sequences 2 (1999)

Colton, S.: Automated Theory Formation in Pure Mathematics. Springer, Heidelberg (2002)

Colton, S., Bundy, A., Walsh, T.: Automatic invention of integer sequences. In: Proceedings of the Seventeenth National Conference on Artificial Intelligence (2000)

Colton, S., Muggleton, S.: Mathematical applications of Inductive Logic Programming. Machine Learning 64, 25–64 (2006)

Maher, M.L., Poon, J.: Co-evolution of the fitness function and design solution for design exploration. In: IEEE International Conference on Evolutionary Computation (1995)

McCorduck, P.: AARON’s Code: Meta-Art, Artificial Intelligence, and the Work of Harold Cohen. W.H. Freeman and Company, New York (1991)

Ritchie, G.: Assessing creativity. In: Wiggins, G. (ed.) Proceedings of the AISB 2001 Symposium on AI and Creativity in Arts and Science, pp. 3–11 (2001)

Sorge, V., Meier, A., McCasland, R., Colton, S.: Automatic construction and verification of isotopy invariants. In: Journal of Automated Reasoning (2007) (forthcoming)


Links

Full Text

http://www.thepaintingfool.com/papers/colton_evomusart08.pdf

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