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== Used References == | == Used References == | ||
− | 1. Pine, B.J.: Markets of One: Creating Customer-Unique Value Through Mass Customization. Harvard Business Press, Brighton (2000) | + | 1. Pine, B.J.: Markets of One: Creating Customer-Unique Value Through Mass Customization. Harvard Business Press, Brighton (2000) http://scholar.google.com/scholar_lookup?title=Markets%20of%20One%3A%20Creating%20Customer-Unique%20Value%20Through%20Mass%20Customization&author=BJ.%20Pine&publication_year=2000 |
− | 2. Eiben, A.E., Smith, J.E.: Introduction to Evolutionary Computing, vol. 3. Springer, Heidelberg (2003) | + | 2. Eiben, A.E., Smith, J.E.: Introduction to Evolutionary Computing, vol. 3. Springer, Heidelberg (2003) https://doi.org/10.1007/978-3-662-05094-1 http://scholar.google.com/scholar_lookup?title=Introduction%20to%20Evolutionary%20Computing&author=AE.%20Eiben&author=JE.%20Smith&publication_year=2003 |
− | 3. Caldas, L.G., Norford, L.K.: A genetic algorithm tool for design optimization. In: Proceedings of the 1999 Conference of the Association for Computer-Aided Design in Architecture (ACADIA 1999), Salt Lake City, UT (1999) | + | 3. Caldas, L.G., Norford, L.K.: A genetic algorithm tool for design optimization. In: Proceedings of the 1999 Conference of the Association for Computer-Aided Design in Architecture (ACADIA 1999), Salt Lake City, UT (1999) https://scholar.google.com/scholar?q=Caldas%2C%20L.G.%2C%20Norford%2C%20L.K.%3A%20A%20genetic%20algorithm%20tool%20for%20design%20optimization.%20In%3A%20Proceedings%20of%20the%201999%20Conference%20of%20the%20Association%20for%20Computer-Aided%20Design%20in%20Architecture%20%28ACADIA%201999%29%2C%20Salt%20Lake%20City%2C%20UT%20%281999%29 |
− | 4. Besserud, K., Cotten, J.: Architectural genomics (2008) | + | 4. Besserud, K., Cotten, J.: Architectural genomics (2008) https://scholar.google.com/scholar?q=Besserud%2C%20K.%2C%20Cotten%2C%20J.%3A%20Architectural%20genomics%20%282008%29 |
− | 5. Michalek, J., Choudhary, R., Papalambros, P.: Architectural layout design optimization. Eng. Optim. 34(5), 461–484 (2002) | + | 5. Michalek, J., Choudhary, R., Papalambros, P.: Architectural layout design optimization. Eng. Optim. 34(5), 461–484 (2002) https://doi.org/10.1080/03052150214016 http://scholar.google.com/scholar_lookup?title=Architectural%20layout%20design%20optimization&author=J.%20Michalek&author=R.%20Choudhary&author=P.%20Papalambros&journal=Eng.%20Optim.&volume=34&issue=5&pages=461-484&publication_year=2002 |
− | 6. Juan, Y.K., Shih, S.G., Perng, Y.H.: Decision support for housing customization: a hybrid approach using case-based reasoning and genetic algorithm. Expert Syst. Appl. 31(1), 83–93 (2006) | + | 6. Juan, Y.K., Shih, S.G., Perng, Y.H.: Decision support for housing customization: a hybrid approach using case-based reasoning and genetic algorithm. Expert Syst. Appl. 31(1), 83–93 (2006) https://doi.org/10.1016/j.eswa.2005.09.010 http://scholar.google.com/scholar_lookup?title=Decision%20support%20for%20housing%20customization%3A%20a%20hybrid%20approach%20using%20case-based%20reasoning%20and%20genetic%20algorithm&author=YK.%20Juan&author=SG.%20Shih&author=YH.%20Perng&journal=Expert%20Syst.%20Appl.&volume=31&issue=1&pages=83-93&publication_year=2006 |
− | 7. Hornby, G.S., Globus, A., Linden, D.S., Lohn, J.D.: Automated antenna design with evolutionary algorithms. In: AIAA Space, pp. 19–21 (2006) | + | 7. Hornby, G.S., Globus, A., Linden, D.S., Lohn, J.D.: Automated antenna design with evolutionary algorithms. In: AIAA Space, pp. 19–21 (2006) https://scholar.google.com/scholar?q=Hornby%2C%20G.S.%2C%20Globus%2C%20A.%2C%20Linden%2C%20D.S.%2C%20Lohn%2C%20J.D.%3A%20Automated%20antenna%20design%20with%20evolutionary%20algorithms.%20In%3A%20AIAA%20Space%2C%20pp.%2019%E2%80%9321%20%282006%29 |
− | 8. Gonzalez-Morcillo, C., Martin, V.J., Vallejo, D., Castro-Schez, J.J., Albusac, J.: Gaudii: an automated graphic design expert system. In: IAAI (2010) | + | 8. Gonzalez-Morcillo, C., Martin, V.J., Vallejo, D., Castro-Schez, J.J., Albusac, J.: Gaudii: an automated graphic design expert system. In: IAAI (2010) https://scholar.google.com/scholar?q=Gonzalez-Morcillo%2C%20C.%2C%20Martin%2C%20V.J.%2C%20Vallejo%2C%20D.%2C%20Castro-Schez%2C%20J.J.%2C%20Albusac%2C%20J.%3A%20Gaudii%3A%20an%20automated%20graphic%20design%20expert%20system.%20In%3A%20IAAI%20%282010%29 |
− | 9. O’Donovan, P., Agarwala, A., Hertzmann, A.: Learning layouts for single-pagegraphic designs. IEEE Trans. Visual. Comput. Graphics 20(8), 1200–1213 (2014) | + | 9. O’Donovan, P., Agarwala, A., Hertzmann, A.: Learning layouts for single-pagegraphic designs. IEEE Trans. Visual. Comput. Graphics 20(8), 1200–1213 (2014) https://doi.org/10.1109/TVCG.2014.48 http://scholar.google.com/scholar_lookup?title=Learning%20layouts%20for%20single-pagegraphic%20designs&author=P.%20O%E2%80%99Donovan&author=A.%20Agarwala&author=A.%20Hertzmann&journal=IEEE%20Trans.%20Visual.%20Comput.%20Graphics&volume=20&issue=8&pages=1200-1213&publication_year=2014 |
− | 10. Geigel, J., Loui, A.: Using genetic algorithms for album page layouts. IEEE Multimedia 10(4), 16–27 (2003) | + | 10. Geigel, J., Loui, A.: Using genetic algorithms for album page layouts. IEEE Multimedia 10(4), 16–27 (2003) https://doi.org/10.1109/MMUL.2003.1237547 http://scholar.google.com/scholar_lookup?title=Using%20genetic%20algorithms%20for%20album%20page%20layouts&author=J.%20Geigel&author=A.%20Loui&journal=IEEE%20Multimedia&volume=10&issue=4&pages=16-27&publication_year=2003 |
− | 11. Takagi, H.: Interactive evolutionary computation: fusion of the capabilities of EC optimization and human evaluation. IEEE Proc. 89(9), 1275–1296 (2001) | + | 11. Takagi, H.: Interactive evolutionary computation: fusion of the capabilities of EC optimization and human evaluation. IEEE Proc. 89(9), 1275–1296 (2001) https://doi.org/10.1109/5.949485 http://scholar.google.com/scholar_lookup?title=Interactive%20evolutionary%20computation%3A%20fusion%20of%20the%20capabilities%20of%20EC%20optimization%20and%20human%20evaluation&author=H.%20Takagi&journal=IEEE%20Proc.&volume=89&issue=9&pages=1275-1296&publication_year=2001 |
− | 12. Kim, H.S., Cho, S.B.: Application of interactive genetic algorithm to fashion design. Eng. Appl. Artif. Intell. 13(6), 635–644 (2000) | + | 12. Kim, H.S., Cho, S.B.: Application of interactive genetic algorithm to fashion design. Eng. Appl. Artif. Intell. 13(6), 635–644 (2000) https://doi.org/10.1016/S0952-1976(00)00045-2 http://scholar.google.com/scholar_lookup?title=Application%20of%20interactive%20genetic%20algorithm%20to%20fashion%20design&author=HS.%20Kim&author=SB.%20Cho&journal=Eng.%20Appl.%20Artif.%20Intell.&volume=13&issue=6&pages=635-644&publication_year=2000 |
− | 13. Khajeh, M., Payvandy, P., Derakhshan, S.J.: Fashion set design with an emphasis on fabric composition using the interactive genetic algorithm. Fashion Text. 3(1), 1–16 (2016) | + | 13. Khajeh, M., Payvandy, P., Derakhshan, S.J.: Fashion set design with an emphasis on fabric composition using the interactive genetic algorithm. Fashion Text. 3(1), 1–16 (2016) https://doi.org/10.1186/s40691-015-0053-6 http://scholar.google.com/scholar_lookup?title=Fashion%20set%20design%20with%20an%20emphasis%20on%20fabric%20composition%20using%20the%20interactive%20genetic%20algorithm&author=M.%20Khajeh&author=P.%20Payvandy&author=SJ.%20Derakhshan&journal=Fashion%20Text.&volume=3&issue=1&pages=1-16&publication_year=2016 |
− | 14. Crispin, A., Clay, P., Taylor, G., Bayes, T., Reedman, D.: Genetic algorithm coding methods for leather nesting. Appl. Intell. 23(1), 9–20 (2005) | + | 14. Crispin, A., Clay, P., Taylor, G., Bayes, T., Reedman, D.: Genetic algorithm coding methods for leather nesting. Appl. Intell. 23(1), 9–20 (2005) https://doi.org/10.1007/s10489-005-2368-2 http://scholar.google.com/scholar_lookup?title=Genetic%20algorithm%20coding%20methods%20for%20leather%20nesting&author=A.%20Crispin&author=P.%20Clay&author=G.%20Taylor&author=T.%20Bayes&author=D.%20Reedman&journal=Appl.%20Intell.&volume=23&issue=1&pages=9-20&publication_year=2005 |
− | 15. Shiyou, Y., Guangzheng, N., Yan, L., Renyuan, T.: Shape optimization of pole shoes in harmonic exciting synchronous generators using a stochastic algorithm. IEEE Trans. Magn. 33(2), 1920–1923 (1997) | + | 15. Shiyou, Y., Guangzheng, N., Yan, L., Renyuan, T.: Shape optimization of pole shoes in harmonic exciting synchronous generators using a stochastic algorithm. IEEE Trans. Magn. 33(2), 1920–1923 (1997) https://doi.org/10.1109/20.582666 http://scholar.google.com/scholar_lookup?title=Shape%20optimization%20of%20pole%20shoes%20in%20harmonic%20exciting%20synchronous%20generators%20using%20a%20stochastic%20algorithm&author=Y.%20Shiyou&author=N.%20Guangzheng&author=L.%20Yan&author=T.%20Renyuan&journal=IEEE%20Trans.%20Magn.&volume=33&issue=2&pages=1920-1923&publication_year=1997 |
− | 16. Shimoyama, K., Seo, K., Nishiwaki, T., Jeong, S., Obayashi, S.: Design optimization of a sport shoe sole structure by evolutionary computation and finite element method analysis. Proc. Inst. Mech. Eng. Part P J. Sports Eng. Technol. 225(4), 179–188 (2011) | + | 16. Shimoyama, K., Seo, K., Nishiwaki, T., Jeong, S., Obayashi, S.: Design optimization of a sport shoe sole structure by evolutionary computation and finite element method analysis. Proc. Inst. Mech. Eng. Part P J. Sports Eng. Technol. 225(4), 179–188 (2011) http://scholar.google.com/scholar_lookup?title=Design%20optimization%20of%20a%20sport%20shoe%20sole%20structure%20by%20evolutionary%20computation%20and%20finite%20element%20method%20analysis&author=K.%20Shimoyama&author=K.%20Seo&author=T.%20Nishiwaki&author=S.%20Jeong&author=S.%20Obayashi&journal=Proc.%20Inst.%20Mech.%20Eng.%20Part%20P%20J.%20Sports%20Eng.%20Technol.&volume=225&issue=4&pages=179-188&publication_year=2011 |
17. Dasan, A.: The evolutionary design of generative shoes. http://arandasan.co.uk/Evolve (2012). Accessed 06 Nov 2016 | 17. Dasan, A.: The evolutionary design of generative shoes. http://arandasan.co.uk/Evolve (2012). Accessed 06 Nov 2016 | ||
− | 18. Machado, P., Romero, J., Cardoso, A., Santos, A.: Partially interactive evolutionary artists. New Gener. Comput. 23(2), 143–155 (2005) | + | 18. Machado, P., Romero, J., Cardoso, A., Santos, A.: Partially interactive evolutionary artists. New Gener. Comput. 23(2), 143–155 (2005) https://doi.org/10.1007/BF03037491 http://scholar.google.com/scholar_lookup?title=Partially%20interactive%20evolutionary%20artists&author=P.%20Machado&author=J.%20Romero&author=A.%20Cardoso&author=A.%20Santos&journal=New%20Gener.%20Comput.&volume=23&issue=2&pages=143-155&publication_year=2005 |
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+ | 19. Vinhas, A., Assunção, F., Correia, J., Ekárt, A., Machado, P.: Fitness and novelty in evolutionary art. In: Johnson, C., Ciesielski, V., Correia, J., Machado, P. (eds.) EvoMUSART 2016. LNCS, vol. 9596, pp. 225–240. Springer, Cham (2016). doi:10.1007/978-3-319-31008-4_16 https://doi.org/10.1007/978-3-319-31008-4_16 http://scholar.google.com/scholar_lookup?title=Fitness%20and%20novelty%20in%20evolutionary%20art&author=A.%20Vinhas&author=F.%20Assun%C3%A7%C3%A3o&author=J.%20Correia&author=A.%20Ek%C3%A1rt&author=P.%20Machado&pages=225-240&publication_year=2016 | ||
== Links == | == Links == |
Aktuelle Version vom 4. Dezember 2017, 20:03 Uhr
Inhaltsverzeichnis
Referenz
Nuno Lourenço, Filipe Assunção, Catarina Maçãs, Penousal Machado: EvoFashion: Customising Fashion Through Evolution. In: EvoMUSART 2017, 176-189
DOI
https://doi.org/10.1007/978-3-319-55750-2_12
Abstract
In today’s society, where everyone desires unique and fashionable products, the ability to customise products is almost mandatory in every online store. Despite of many stores allowing the users to personalize their products, they do not always do it in the most efficient and user-friendly manner. In order to have products that reflect the user’s design preferences, they have to go through a laborious process of picking the components that they want to customise. In this paper we propose a framework that aims to relieve the design burden from the user side, by automating the design process through the use of Interactive Evolutionary Computation (IEC). The framework is based on a web-interface that facilitates the interaction between the user and the evolutionary process. The user can select between two types of evolution: (i) automatic; and (ii) partially-automatic. The results show the ability of the framework to promote evolution towards solutions that reflect the user aesthetic preferences.
Extended Abstract
Bibtex
@incollection{ year={2017}, isbn={978-3-319-55750-2}, booktitle={Evolutionary and Biologically Inspired Music, Sound, Art and Design}, volume={10198}, series={Lecture Notes in Computer Science}, editor={Correia, João and Ciesielski, Vic and Liapis, Antonios}, doi={10.1007/978-3-319-55750-2_12}, title={EvoFashion: Customising Fashion Through Evolution}, url={https://link.springer.com/chapter/10.1007/978-3-319-55750-2_12 http://de.evo-art.org/index.php?title=EvoFashion:_Customising_Fashion_Through_Evolution}, publisher={Springer International Publishing}, keywords={Evolutionary algorithm; Fashion design; Interactive evolutionary computation; Product customisation}, author={Lourenço, Nuno and Assunção, Filipe and Maçãs, Catarina and Machado, Penousal}, pages={176-189}, language={English} }
Used References
1. Pine, B.J.: Markets of One: Creating Customer-Unique Value Through Mass Customization. Harvard Business Press, Brighton (2000) http://scholar.google.com/scholar_lookup?title=Markets%20of%20One%3A%20Creating%20Customer-Unique%20Value%20Through%20Mass%20Customization&author=BJ.%20Pine&publication_year=2000
2. Eiben, A.E., Smith, J.E.: Introduction to Evolutionary Computing, vol. 3. Springer, Heidelberg (2003) https://doi.org/10.1007/978-3-662-05094-1 http://scholar.google.com/scholar_lookup?title=Introduction%20to%20Evolutionary%20Computing&author=AE.%20Eiben&author=JE.%20Smith&publication_year=2003
3. Caldas, L.G., Norford, L.K.: A genetic algorithm tool for design optimization. In: Proceedings of the 1999 Conference of the Association for Computer-Aided Design in Architecture (ACADIA 1999), Salt Lake City, UT (1999) https://scholar.google.com/scholar?q=Caldas%2C%20L.G.%2C%20Norford%2C%20L.K.%3A%20A%20genetic%20algorithm%20tool%20for%20design%20optimization.%20In%3A%20Proceedings%20of%20the%201999%20Conference%20of%20the%20Association%20for%20Computer-Aided%20Design%20in%20Architecture%20%28ACADIA%201999%29%2C%20Salt%20Lake%20City%2C%20UT%20%281999%29
4. Besserud, K., Cotten, J.: Architectural genomics (2008) https://scholar.google.com/scholar?q=Besserud%2C%20K.%2C%20Cotten%2C%20J.%3A%20Architectural%20genomics%20%282008%29
5. Michalek, J., Choudhary, R., Papalambros, P.: Architectural layout design optimization. Eng. Optim. 34(5), 461–484 (2002) https://doi.org/10.1080/03052150214016 http://scholar.google.com/scholar_lookup?title=Architectural%20layout%20design%20optimization&author=J.%20Michalek&author=R.%20Choudhary&author=P.%20Papalambros&journal=Eng.%20Optim.&volume=34&issue=5&pages=461-484&publication_year=2002
6. Juan, Y.K., Shih, S.G., Perng, Y.H.: Decision support for housing customization: a hybrid approach using case-based reasoning and genetic algorithm. Expert Syst. Appl. 31(1), 83–93 (2006) https://doi.org/10.1016/j.eswa.2005.09.010 http://scholar.google.com/scholar_lookup?title=Decision%20support%20for%20housing%20customization%3A%20a%20hybrid%20approach%20using%20case-based%20reasoning%20and%20genetic%20algorithm&author=YK.%20Juan&author=SG.%20Shih&author=YH.%20Perng&journal=Expert%20Syst.%20Appl.&volume=31&issue=1&pages=83-93&publication_year=2006
7. Hornby, G.S., Globus, A., Linden, D.S., Lohn, J.D.: Automated antenna design with evolutionary algorithms. In: AIAA Space, pp. 19–21 (2006) https://scholar.google.com/scholar?q=Hornby%2C%20G.S.%2C%20Globus%2C%20A.%2C%20Linden%2C%20D.S.%2C%20Lohn%2C%20J.D.%3A%20Automated%20antenna%20design%20with%20evolutionary%20algorithms.%20In%3A%20AIAA%20Space%2C%20pp.%2019%E2%80%9321%20%282006%29
8. Gonzalez-Morcillo, C., Martin, V.J., Vallejo, D., Castro-Schez, J.J., Albusac, J.: Gaudii: an automated graphic design expert system. In: IAAI (2010) https://scholar.google.com/scholar?q=Gonzalez-Morcillo%2C%20C.%2C%20Martin%2C%20V.J.%2C%20Vallejo%2C%20D.%2C%20Castro-Schez%2C%20J.J.%2C%20Albusac%2C%20J.%3A%20Gaudii%3A%20an%20automated%20graphic%20design%20expert%20system.%20In%3A%20IAAI%20%282010%29
9. O’Donovan, P., Agarwala, A., Hertzmann, A.: Learning layouts for single-pagegraphic designs. IEEE Trans. Visual. Comput. Graphics 20(8), 1200–1213 (2014) https://doi.org/10.1109/TVCG.2014.48 http://scholar.google.com/scholar_lookup?title=Learning%20layouts%20for%20single-pagegraphic%20designs&author=P.%20O%E2%80%99Donovan&author=A.%20Agarwala&author=A.%20Hertzmann&journal=IEEE%20Trans.%20Visual.%20Comput.%20Graphics&volume=20&issue=8&pages=1200-1213&publication_year=2014
10. Geigel, J., Loui, A.: Using genetic algorithms for album page layouts. IEEE Multimedia 10(4), 16–27 (2003) https://doi.org/10.1109/MMUL.2003.1237547 http://scholar.google.com/scholar_lookup?title=Using%20genetic%20algorithms%20for%20album%20page%20layouts&author=J.%20Geigel&author=A.%20Loui&journal=IEEE%20Multimedia&volume=10&issue=4&pages=16-27&publication_year=2003
11. Takagi, H.: Interactive evolutionary computation: fusion of the capabilities of EC optimization and human evaluation. IEEE Proc. 89(9), 1275–1296 (2001) https://doi.org/10.1109/5.949485 http://scholar.google.com/scholar_lookup?title=Interactive%20evolutionary%20computation%3A%20fusion%20of%20the%20capabilities%20of%20EC%20optimization%20and%20human%20evaluation&author=H.%20Takagi&journal=IEEE%20Proc.&volume=89&issue=9&pages=1275-1296&publication_year=2001
12. Kim, H.S., Cho, S.B.: Application of interactive genetic algorithm to fashion design. Eng. Appl. Artif. Intell. 13(6), 635–644 (2000) https://doi.org/10.1016/S0952-1976(00)00045-2 http://scholar.google.com/scholar_lookup?title=Application%20of%20interactive%20genetic%20algorithm%20to%20fashion%20design&author=HS.%20Kim&author=SB.%20Cho&journal=Eng.%20Appl.%20Artif.%20Intell.&volume=13&issue=6&pages=635-644&publication_year=2000
13. Khajeh, M., Payvandy, P., Derakhshan, S.J.: Fashion set design with an emphasis on fabric composition using the interactive genetic algorithm. Fashion Text. 3(1), 1–16 (2016) https://doi.org/10.1186/s40691-015-0053-6 http://scholar.google.com/scholar_lookup?title=Fashion%20set%20design%20with%20an%20emphasis%20on%20fabric%20composition%20using%20the%20interactive%20genetic%20algorithm&author=M.%20Khajeh&author=P.%20Payvandy&author=SJ.%20Derakhshan&journal=Fashion%20Text.&volume=3&issue=1&pages=1-16&publication_year=2016
14. Crispin, A., Clay, P., Taylor, G., Bayes, T., Reedman, D.: Genetic algorithm coding methods for leather nesting. Appl. Intell. 23(1), 9–20 (2005) https://doi.org/10.1007/s10489-005-2368-2 http://scholar.google.com/scholar_lookup?title=Genetic%20algorithm%20coding%20methods%20for%20leather%20nesting&author=A.%20Crispin&author=P.%20Clay&author=G.%20Taylor&author=T.%20Bayes&author=D.%20Reedman&journal=Appl.%20Intell.&volume=23&issue=1&pages=9-20&publication_year=2005
15. Shiyou, Y., Guangzheng, N., Yan, L., Renyuan, T.: Shape optimization of pole shoes in harmonic exciting synchronous generators using a stochastic algorithm. IEEE Trans. Magn. 33(2), 1920–1923 (1997) https://doi.org/10.1109/20.582666 http://scholar.google.com/scholar_lookup?title=Shape%20optimization%20of%20pole%20shoes%20in%20harmonic%20exciting%20synchronous%20generators%20using%20a%20stochastic%20algorithm&author=Y.%20Shiyou&author=N.%20Guangzheng&author=L.%20Yan&author=T.%20Renyuan&journal=IEEE%20Trans.%20Magn.&volume=33&issue=2&pages=1920-1923&publication_year=1997
16. Shimoyama, K., Seo, K., Nishiwaki, T., Jeong, S., Obayashi, S.: Design optimization of a sport shoe sole structure by evolutionary computation and finite element method analysis. Proc. Inst. Mech. Eng. Part P J. Sports Eng. Technol. 225(4), 179–188 (2011) http://scholar.google.com/scholar_lookup?title=Design%20optimization%20of%20a%20sport%20shoe%20sole%20structure%20by%20evolutionary%20computation%20and%20finite%20element%20method%20analysis&author=K.%20Shimoyama&author=K.%20Seo&author=T.%20Nishiwaki&author=S.%20Jeong&author=S.%20Obayashi&journal=Proc.%20Inst.%20Mech.%20Eng.%20Part%20P%20J.%20Sports%20Eng.%20Technol.&volume=225&issue=4&pages=179-188&publication_year=2011
17. Dasan, A.: The evolutionary design of generative shoes. http://arandasan.co.uk/Evolve (2012). Accessed 06 Nov 2016
18. Machado, P., Romero, J., Cardoso, A., Santos, A.: Partially interactive evolutionary artists. New Gener. Comput. 23(2), 143–155 (2005) https://doi.org/10.1007/BF03037491 http://scholar.google.com/scholar_lookup?title=Partially%20interactive%20evolutionary%20artists&author=P.%20Machado&author=J.%20Romero&author=A.%20Cardoso&author=A.%20Santos&journal=New%20Gener.%20Comput.&volume=23&issue=2&pages=143-155&publication_year=2005
19. Vinhas, A., Assunção, F., Correia, J., Ekárt, A., Machado, P.: Fitness and novelty in evolutionary art. In: Johnson, C., Ciesielski, V., Correia, J., Machado, P. (eds.) EvoMUSART 2016. LNCS, vol. 9596, pp. 225–240. Springer, Cham (2016). doi:10.1007/978-3-319-31008-4_16 https://doi.org/10.1007/978-3-319-31008-4_16 http://scholar.google.com/scholar_lookup?title=Fitness%20and%20novelty%20in%20evolutionary%20art&author=A.%20Vinhas&author=F.%20Assun%C3%A7%C3%A3o&author=J.%20Correia&author=A.%20Ek%C3%A1rt&author=P.%20Machado&pages=225-240&publication_year=2016
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