Semantic aware methods for evolutionary art

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Reference

Penousal Machado and Joao Correia: Semantic aware methods for evolutionary art. GECCO '14: Proceedings of the 2014 conference on Genetic and evolutionary computation, pp. 301-308, ACM, 12-16 July 2014.

DOI

http://dl.acm.org/citation.cfm?doid=2576768.2598293

Abstract

In the past few years the use of semantic aware crossover and mutation has become a hot topic of research within the Genetic Programming community. Unlike traditional genetic operators that perform syntactic manipulations of programs regardless of their behavior, semantic driven operators promote direct search on the underlying behavioral space. Based on previous work on semantic Genetic Programming and Genetic Morphing, we propose and implement semantic driven crossover and mutation operators for evolutionary art. The experimental results focus on assessing how these operators compare with traditional ones.

Extended Abstract

Bibtex

@inproceedings{Machado:2014:SAM:2576768.2598293,

author = {Machado, Penousal and Correia, Jo\~{a}o},
title = {Semantic Aware Methods for Evolutionary Art},
booktitle = {Proceedings of the 2014 Conference on Genetic and Evolutionary Computation},
series = {GECCO '14},
year = {2014},
isbn = {978-1-4503-2662-9},
location = {Vancouver, BC, Canada},
pages = {301--308},
numpages = {8},
url = {http://doi.acm.org/10.1145/2576768.2598293},
doi = {10.1145/2576768.2598293},
acmid = {2598293},
publisher = {ACM},
address = {New York, NY, USA},
keywords = {computational creativity, evolutionary art, genetic programming, semantic operators},

}

Used References

S. Baluja, D. Pomerlau, and J. Todd. Towards automated artificial evolution for computer-generated images. Connection Science, 6(2):325--354, 1994.

Lawrence Beadle , Colin G. John'son, Semantically driven mutation in genetic programming, Proceedings of the Eleventh conference on Congress on Evolutionary Computation, p.1336-1342, May 18-21, 2009, Trondheim, Norway http://dl.acm.org/citation.cfm?id=1689776&CFID=588525319&CFTOKEN=29804931

João Correia , Penousal Machado , Juan Romero , Adrian Carballal, Feature selection and novelty in computational aesthetics, Proceedings of the Second international conference on Evolutionary and Biologically Inspired Music, Sound, Art and Design, p.133-144, April 03-05, 2013, Vienna, Austria http://dx.doi.org/10.1007/978-3-642-36955-1_12

A. Ekárt, A. Joó, D. Sharma, and S. Chalakov. Modelling the underlying principles of human aesthetic preference in evolutionary art. Journal of Mathematics and the Arts, 6(2--3):107--124, 2012.

G. Greenfield. Evolving aesthetic images using multiobjective optimization. In Evolutionary Computation, 2003. CEC '03. The 2003 Congress on, volume 3, pages 1903--1909 Vol.3, 2003.

G. R. Greenfield. On the co-evolution of evolving expressions. International Journal of Computational Intelligence and Applications, 2(1):17--31, 2002.

David A. Hart, Toward Greater Artistic Control for Interactive Evolution of Images and Animation, Proceedings of the 2007 EvoWorkshops 2007 on EvoCoMnet, EvoFIN, EvoIASP,EvoINTERACTION, EvoMUSART, EvoSTOC and EvoTransLog: Applications of Evolutionary Computing, April 11-13, 2007, Valencia, Spain http://dx.doi.org/10.1007/978-3-540-71805-5_58

Tao Jiang , Lusheng Wang , Kaizhong Zhang, Alignment of trees: an alternative to tree edit, Theoretical Computer Science, v.143 n.1, p.137-148, May 29, 1995 http://dx.doi.org/10.1016/0304-3975(95)80015-8

Taras Kowaliw , Alan Dorin , Jon Mccormack, An Empirical Exploration of a Definition of Creative Novelty for Generative Art, Proceedings of the 4th Australian Conference on Artificial Life: Borrowing from Biology, December 01-04, 2009, Melbourne, Australia http://dx.doi.org/10.1007/978-3-642-10427-5_1

M. Lewis. Evolutionary visual art and design. In J. Romero and P. Machado, editors, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pages 3--37. Springer Berlin Heidelberg, 2007.

Yang Li , Changjun Hu , Leandro L. Minku , Haolei Zuo, Learning aesthetic judgements in evolutionary art systems, Genetic Programming and Evolvable Machines, v.14 n.3, p.315-337, September 2013 http://dx.doi.org/10.1007/s10710-013-9188-7

Penousal Machado , Amílcar Cardoso, All the Truth About NEvAr, Applied Intelligence, v.16 n.2, p.101-118, March-April 2002 http://dx.doi.org/10.1023/A:1013662402341

J. McCormack. Facing the future: Evolutionary possibilities for human-machine creativity. In J. Romero and P. Machado, editors, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pages 417--451. Springer Berlin Heidelberg, 2007.

Alberto Moraglio , Krzysztof Krawiec , Colin G. Johnson, Geometric semantic genetic programming, Proceedings of the 12th international conference on Parallel Problem Solving from Nature, September 01-05, 2012, Taormina, Italy http://dx.doi.org/10.1007/978-3-642-32937-1_3

S. B. Needleman and C. D. Wunsch. A general method applicable to the search for similarities in the amino acid sequence of two proteins. Journal of molecular biology, 48(3):443--453, 1970.

C. Notredame. Recent progress in multiple sequence alignment: a survey. Pharmacogenomics, 3(1):131--144, 2002.

Juan Romero , Penousal Machado, The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music (Natural Computing Series), 2007 http://dl.acm.org/citation.cfm?id=1349752&CFID=588525319&CFTOKEN=29804931

Karl Sims, Artificial evolution for computer graphics, ACM SIGGRAPH Computer Graphics, v.25 n.4, p.319-328, July 1991 http://doi.acm.org/10.1145/127719.122752

T. Unemi. Sbart2.4: Breeding 2d cg images and movies, and creating a type of collage. In The Third International Conference on Knowledge-based Intelligent Information Engineering Systems, pages 288--291, Adelaide, Australia, 1999.

Nguyen Quang Uy , Nguyen Xuan Hoai , Michael O'Neill , R. I. Mckay , Edgar Galván-López, Semantically-based crossover in genetic programming: application to real-valued symbolic regression, Genetic Programming and Evolvable Machines, v.12 n.2, p.91-119, June 2011 http://dx.doi.org/10.1007/s10710-010-9121-2

Leonardo Vanneschi , Mauro Castelli , Luca Manzoni , Sara Silva, A new implementation of geometric semantic GP and its application to problems in pharmacokinetics, Proceedings of the 16th European conference on Genetic Programming, April 03-05, 2013, Vienna, Austria http://dx.doi.org/10.1007/978-3-642-37207-0_18

Linda World, Aesthetic Selection: The Evolutionary Art of Steven Rooke, IEEE Computer Graphics and Applications, v.16 n.1, p.4-5, January 1996 http://dx.doi.org/10.1109/MCG.1996.481558


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