Promoting creative design in interactive evolutionary computation: Unterschied zwischen den Versionen

Aus de_evolutionary_art_org
Wechseln zu: Navigation, Suche
(Die Seite wurde neu angelegt: „ == Reference == Kowaliw, T., Dorin, A., McCormack, J.: Promoting creative design in interactive evolutionary computation. IEEE Transactions on Evolutionary C…“)
 
Zeile 1: Zeile 1:
 
   
 
   
 
== Reference ==
 
== Reference ==
Kowaliw, T., Dorin, A., McCormack, J.: Promoting creative design in interactive evolutionary computation. IEEE Transactions on Evolutionary Computation 16(4), 523–536 (2012
+
T. Kowaliw, [[Alan Dorin]] and * [[Jon McCormack]]: [[Promoting Creative Design in Interactive Evolutionary Computation]]. IEEE Transactions on Evolutionary Computation, Vol 16(4), pp. 523-536, 2012  
  
 
== DOI ==
 
== DOI ==

Version vom 12. Januar 2015, 15:36 Uhr

Reference

T. Kowaliw, Alan Dorin and * Jon McCormack: Promoting Creative Design in Interactive Evolutionary Computation. IEEE Transactions on Evolutionary Computation, Vol 16(4), pp. 523-536, 2012

DOI

http://dx.doi.org/10.1109/TEVC.2011.2166764

Abstract

We use a new measure of creativity as a guide in an interactive evolutionary art task and tie the results to natural language usage of the term “creative.” Following previous work, we explore a tractable definition of creativity, one emphasizing the novelty of systems, and its addition to an interactive application. We next introduce a generative ecosystemic art system, EvoEco, an agent-based pixel-level means of generating images. EvoEco is used as a component of an online survey which asks users to evolve a pleasing image and then rank the success of the process and its output. Evolutionary search is augmented with the creativity measure, and compared with control groups augmented with either random search or a measure of phenotypic distance. We show that users consistently rate the creativity measure-enhanced version as more “creative” and “novel” than other search techniques. We further derive additional insights into appropriate forms of genetic representation and pattern space-traversal in an interactive evolutionary algorithm.

Extended Abstract

Bibtex

Used References

I. Parmee "Evolutionary design search, exploration and optimization", Proc. GECCO Conf. Companion Genet. Evol. Comput., pp.3508 -3536 2007

H. Takagi "Interactive evolutionary computation: Fusion of the capabilities of EC optimization and human evaluation", Proc. IEEE, vol. 89, pp.1275 -1296 2001 http://dx.doi.org/10.1109/5.949485

A. Brintrup , J. Ramsden , H. Takagi and A. Tiwari "Ergonomic chair design by fusing qualitative and quantitative criteria using interactive genetic algorithms", IEEE Trans. Evol. Comput., vol. 12, pp.343 -354 2008 http://dx.doi.org/10.1109/TEVC.2007.904343

A. Serag , S. Ono and S. Nakayama "Using interactive evolutionary computation to generate creative building designs", J. Artif. Life Robot., vol. 13, no. 1, pp.246 -250 2008 http://dx.doi.org/10.1007/s10015-008-0588-3

H. Takagi and M. Ohsaki "Interactive evolutionary computation-based hearing aid fitting", IEEE Trans. Evol. Comput., vol. 11, pp.414 -427 2007 http://dx.doi.org/10.1109/TEVC.2006.883465

R. Dawkins Climbing Mount Improbable, 1996 :Norton

S. Todd and W. Latham Evolutionary Art and Computers, 1992 :Academic Press

M. Lewis J. Romero and P. Machado The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp.3 -37 2008 :Springer

D. Hart "Toward greater artistic control for interactive evolution of images and animation", Applicat. Evol. Comput., vol. 4448, pp.527 -536 2007

N. Monmarché , I. Mahnich and M. Slimane J. Romero and P. Machado The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp.227 -247 2008 :Springer

J. Secretan , N. Beato , D. D'Ambrosio , A. Rodriguez , A. Campbell and K. Stanley "Picbreeder: Collaborative interactive evolution of images", Leonardo, vol. 41, no. 1, pp.98 -99 2008 http://dx.doi.org/10.1162/leon.2008.41.1.98

S. Baluja , D. Pomerleau and T. Jochem "Toward automated artificial evolution for computer-generated images", Connection Sci., vol. 6, no. 1, pp.325 -354 1994 http://dx.doi.org/10.1080/09540099408915729

P. Machado and A. Cardoso "All the truth about Nevar", Appl. Intell., vol. 16, pp.101 -118 2002 http://dx.doi.org/10.1023/A:1013662402341

G. Greenfield J. Romero and P. Machado The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp.357 -380 2007 :Springer

A. Dorin "Aesthetic fitness and artificial evolution for the selection of imagery from the mythical infinite library", Proc. 6th Eur. Conf. Artif. Life Adv. Artif. Life, pp.659 -668 2001 http://dx.doi.org/10.1007/3-540-44811-X_76

J. McCormack Applications on Evolutionary Computing, vol. 3449, pp.428 -436 2005 :Springer-Verlag http://dx.doi.org/10.1007/978-3-540-32003-6_43

A. Machwe and I. Parmee "Reducing user fatigue within an interactive evolutionary design system using clustering and case-based reasoning", Eng. Optimization, vol. 41, no. 9, pp.871 -887 2009 http://dx.doi.org/10.1080/03052150903081556

X. Llorà , K. Sastry , D. Goldberg , A. Gupta and L. Lakshmi "Combating user fatigue in iGAs: Partial ordering, support vector machines, and synthetic fitness", Proc. Conf. Genet. Evol. Comput., pp.1363 -1370 2005

F. Hsu and P. Huang "Providing an appropriate search space to solve the fatigue problem in interactive evolutionary computation", New Gener. Comput., vol. 23, no. 2, pp.115 -127 2005 http://dx.doi.org/10.1007/BF03037489

P. Machado , J. Romero and B. Manaris J. Romero and P. Machado The Art of Artificial Evolution: A Handbook on Evolutionary Art and Music, pp.381 -415 2008 :Springer

E. Lutton "Evolution of fractal shapes for artists and designers", Int. J. Artif. Intell. Tools, vol. 15, no. 4, pp.651 -672 2006 http://dx.doi.org/10.1142/S0218213006002850

M. Boden The Creative Mind: Myths and Mechanisms, pp.303 -303 1991 :Basic Books

S. DiPaola and L. Gabora "Incorporating characteristics of human creativity into an evolutionary art algorithm", Genet. Programming Evolvable Mach., vol. 10, no. 2, pp.97 -110 2009 http://dx.doi.org/10.1007/s10710-008-9074-x

A. Dorin and K. Korb Proc. Dagstuhl Int. Seminar Comput. Creativity, pp.15 -15 2009

T. Kowaliw , A. Dorin and J. McCormack "An empirical exploration of a definition of creative novelty for generative art", Proc. Artif. Life Borrowing Biol., vol. 5865, pp.1 -10 2009 http://dx.doi.org/10.1007/978-3-642-10427-5_1

R. Haralick "Statistical and structural approaches to texture", Proc. IEEE, vol. 67, pp.786 -804 1979 http://dx.doi.org/10.1109/PROC.1979.11328

J. Shen "Stochastic modeling western paintings for effective classification", Pattern Recognit., vol. 42, no. 2, pp.293 -301 2009 http://dx.doi.org/10.1016/j.patcog.2008.04.016

A. Vailaya , M. Figueiredo , A. Jain and H.-J. Zhang "Image classification for content-based indexing", IEEE Trans. Image Process., vol. 10, no. 1, pp.117 -130 2001 http://dx.doi.org/10.1109/83.892448

P. Howarth and S. Rüger "Evaluation of texture features for content-based image retrieval", Proc. CIVR, pp.326 -334 2004 http://dx.doi.org/10.1007/978-3-540-27814-6_40

D. Ashlock P. F. Hingston , L. C. Barone and Z. Michalewicz Design by Evolution: Advances in Evolutionary Design, pp.199 -202 2008 :Springer-Verlag http://dx.doi.org/10.1007/978-3-540-74111-4_11

K. Laland , F. Odling-Smee and M. Feldman "Evolutionary consequences of niche construction and their implication for ecology", Proc. Natl. Acad. Sci., vol. 96, pp.10242 -10247 1999 http://dx.doi.org/10.1073/pnas.96.18.10242

M. Rönkkö "An artificial ecosystem: Emergent dynamics and lifelike properties", Artif. Life, vol. 13, no. 2, pp.159 -187 2007 http://dx.doi.org/10.1162/artl.2007.13.2.159

J. McCormack "Eden: An evolutionary sonic ecosystem", Proc. 6th ECAL, pp.133 -142 2001 http://dx.doi.org/10.1007/3-540-44811-X_13

A. Di Scipio "\'Sound is the interface:\' From interactive to ecosystemic signal processing", Organized Sound, vol. 8, no. 3, pp.269 -277 2003 http://dx.doi.org/10.1017/S1355771803000244

A. Dorin "The virtual ecosystem as generative electronic art", Proc. 2nd Eur. Workshop Evol. Music Art Applicat. Evol. Comput., pp.467 -476 2004 http://dx.doi.org/10.1007/978-3-540-24653-4_48

J. McCormack "Creative ecosystems", Proc. 4th Int. Joint Workshop Comput. Creativity, pp.129 -136 2007 http://dx.doi.org/10.1007/978-3-642-31727-9_2

E. Driessens and M. Verstappen P. F. Hingston , L. C. Barone and Z. Micalewicz Design by Evolution: Advances in Evolutionary Design, 2008 :Springer

S. Aupetit , V. Bordeau , N. Monmarché , M. Slimane and G. Venturini Proc. CEC, pp.1376 -1383 2003

T. Zerjal , Y. Xue , G. Bertorelle , R. S. Wells , W. Bao , S. Zhu , R. Qamar , Q. Ayub , A. Mohyuddin , S. Fu , P. Li , N. Yuldasheva , R. Ruzibakiev , J. Xu , Q. Shu , R. Du , H. Yang , M. E. Hurles , E. Robinson , T. Gerelsaikhan , B. Dashnyam , S. Q. Mehdi and C. Tyler-Smith "The genetic legacy of the mongols", Am. J. Hum. Genet., vol. 72, no. 3, pp.717 -721 2003 http://dx.doi.org/10.1086/367774


Links

Full Text

http://www.csse.monash.edu.au/%7Ecema/evoeco/kowaliw_evoeco_tec2011.pdf

intern file

Sonstige Links

http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.228.434