Abstract
While there have been plenty of applications of case-based reasoning (CBR) to different design tasks, rarely has the methodology been used for generating new works of art. If the goal is to produce completely novel artistic styles, then perhaps other reasoning methods offer better opportunities for producing interesting artwork. However, if the goal is to produce new artwork that fits a previously-existing style, then it seems to us that CBR is the ideal strategy to use. In this paper we present some ideas for integrating CBR with other artificial intelligence techniques in order to generate new artwork that imitates a particular artistic style. As an example we show how we have successfully implemented our ideas in a system that produces new works of art in the style of the Dutch painter Piet Mondrian. Along the way we discuss the implications that a task of this nature has for CBR and we describe and provide the results of some experiments we performed with the system.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Maher, M.L., Pu, P. (eds.): Issues and Applications of Case-Based Reasoning in Design. Lawrence Erlbaum Associates, Mahwah (1997)
Deicher, S.: Mondrian. Benedikt Taschen Verlag GmbH, Cologne, Germany (1999)
Bax, M.: Complete Mondrian. Lund Humphries (Ashgate Publishing), Aldershot, United Kingdom (2001)
Kolodner, J.L., Wills, L.: Case-Based Creative Design. In: Proceedings of the American Association for Artificial Intelligence Spring Symposium on AI and Creativity. AAAI Press, Menlo Park (1993)
Bhatta, S., Goel, A.: Model-Based Indexing and Index Learning in Analogical Design. In: Proceedings of the Seventeenth Annual Conference of the Cognitive Science Society (CogSci 1995). Lawrence Erlbaum Associates, Hillsdale (1995)
Kolodner, J.L.: Case-Based Reasoning. Morgan Kaufmann, San Mateo (1993)
Mitchell, M.: An Introduction to Genetic Algorithms. Complex Adaptive Systems Series. MIT Press, Cambridge (1998)
Gómez de Silva Garza, A., Maher, M.L.: A Knowledge-Lean Structural Engineering Design Expert System. In: Proceedings of the Fourth World Congress on Expert Systems, Mexico City, Mexico, pp. 178–185 (1998)
Gómez de Silva Garza, A., Maher, M.L.: An evolutionary approach to case adaptation. In: Althoff, K.-D., Bergmann, R., Branting, L.K. (eds.) ICCBR 1999. LNCS (LNAI), vol. 1650, pp. 162–172. Springer, Heidelberg (1999)
Gómez de Silva Garza, A., Maher, M.L.: A Process Model for Evolutionary Design Case Adaptation. In: Gero, J.S. (ed.) Artificial Intelligence in Design 2000, pp. 393–412. Kluwer Academic Publishers, Worcester (2000)
Mezura-Montes, E., Coello Coello, C.A.: Adding a Diversity Mechanism to a Simple Evolution Strategy to Solve Constrained Optimization Problems. In: Proceedings of the Congress on Evolutionary Computation (CEC 2003), pp. 6–13. IEEE Service Center, Piscataway (2003)
Louis, S.J.: Learning from Experience: Case Injected Genetic Algorithm Design of Combinatorial Logic Circuits. In: Parmee, I.C. (ed.) Adaptive Computing in Design and Manufacture V, pp. 295–306. Springer, Berlin (2002)
Clark, C.H.: Brainstorming: The Dynamic Way to Create Successful Ideas. Doubleday, Garden City (1958)
Gómez de Silva Garza, A., Zamora Lores, A.: A Cognitive Evaluation of a Computer System for Generating Mondrian-like Artwork. In: Gero, J.S. (ed.) Design Computing and Cognition 2004, pp. 79–96. Kluwer Academic Publishers, Worcester (2004)
Gómez de Silva Garza, A., Maher, M.L.: GENCAD: A Hybrid Analogical/Evolutionary Model of Creative Design. In: Gero, J.S., Maher, M.L. (eds.) Computational and Cognitive Models of Creative Design V. Key Centre of Design Computing and Cognition, University of Sydney, Australia, pp. 141–171 (2001)
Ramsey, C.L., Grefenstette, J.J.: Case-Based Initialization of Genetic Algorithms. In: Proceedings of the Fifth International Conference of Genetic Algorithms, pp. 84–91 (1993)
Goel, A.K., Bhatta, S.R., Stroulia, E.: KRITIK: An Early Case-Based Design System. In: Maher, M.L., Pu, P. (eds.) Issues and Applications of Case-Based Reasoning in Design, pp. 87–132. Lawrence Erlbaum Associates, Mahwah (1997)
Zhang, D.M.: A Hybrid Design Process Model Using Case-Based Reasoning, Ph.D. Dissertation, Department of Architectural and Design Science, University of Sydney, Australia (1994)
Faltings, B.: Case Reuse by Model-Based Interpretation. In: Maher, M.L., Pu, P. (eds.) Issues and Applications of Case-Based Reasoning in Design, pp. 39–60. Lawrence Erlbaum Associates, Mahwah (1997)
Navinchandra, D.: Case-Based Reasoning in CYCLOPS, A Design Problem Solver. In: Kolodner, J. (ed.) Proceedings of Case-Based Reasoning Workshop, pp. 286–301. Morgan Kaufmann, San Mateo (1988)
Hinrichs, T.R.: Plausible Design Advice Through Case-Based Reasoning. In: Maher, M.L., Pu, P. (eds.) Issues and Applications of Case-Based Reasoning in Design, pp. 133–159. Lawrence Erlbaum Associates, Mahwah (1997)
Bentley, P. (ed.): Evolutionary Design by Computers. Morgan Kaufmann Publishers, San Francisco (1999)
Bentley, P., Corne, D.W. (eds.): Creative Evolutionary Systems. Morgan Kaufmann Publishers, San Francisco (2002)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2005 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
de Silva Garza, A.G., Lores, A.Z. (2005). Case-Based Art. In: Muñoz-Ávila, H., Ricci, F. (eds) Case-Based Reasoning Research and Development. ICCBR 2005. Lecture Notes in Computer Science(), vol 3620. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11536406_20
Download citation
DOI: https://doi.org/10.1007/11536406_20
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-28174-0
Online ISBN: 978-3-540-31855-2
eBook Packages: Computer ScienceComputer Science (R0)