A Conceptual Framework for Artificial Creativity in Visual Arts

Daniela Sirbu, Ioan Dumitrache


The present paper introduces the conceptual framework for an artificial system for visual creativity addressing the idea of niche creativity that is domain specific and non-anthropocentric in its conceptual approach. We think that the visual creative output of the system reflects the artificial medium and the specific artificial processes engaged in its production and, therefore, it is an expression of the idea of embodied creativity with the proposed system offering in this sense an example of digital embodiment of creativity. Although our approach to artificial creativity is non-anthropocentric, the system design is inspired by processes in the natural world that lead to the production of new and useful structures in both living and non-living systems with human creative cognition being included among these processes. The main problem raised by this abstract approach to artificial creativity in visual arts is the compatibility of its artistic production with human aesthetics, the ultimate goal of the proposed system being to produce visual output that would aesthetically engage human visual perception.


artificial creativity, computational creativity, stochastic processes, evolutionary computing, multiagent systems

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Amabile T.M. (1983); Social Psychology of Creativity, New York, NY: Springer-Verlag, 1983.

Bentley P.J., Corne D.W. ( 2002); Creative Evolutionary Systems, San Diego, CA: Academic Press.

Boden M.A. (2004); The Creative Mind. Myths and Mechanisms, 2nd ed., London, UK: Routledge/Taylor and Francis, 2004.

Cautilli J.(2004); Toward a behavioral theory of creativity: A preliminary essay, The Behavior Analyst Today, 5(1), 126-140.

Coleman P.H., Pietronero L. (1992); The fractal nature of the universe, Physica A: Statistical Mechanics and its Applications, 185(1), 45-55, 1992.

Cross N. (2006); Designerly Ways of Knowing, London, UK: Springer, 2006.

Csikszentmihalyi M. (1996); Creativity. Flow and the Psychology of Discovery and Invention, New York, NY: Harper Collins Publishers, 1996.

Csikszentmihalyi M. (1999); Implications of a systems perspective for the study of creativity, Handbook of Creativity, R. J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 313-335, 1999.

Dumitrache I. (2016); Problems of Brain Modeling, Plenary Speech at 20th International Conference on Systems Theory, Control, and Computing, Sinaia, Romania, 2016.

Findlay C.S., Lumsden C.J. (1988); The creative mind. Towards an evolutionary theory of discovery and innovation, Journal of Social and Bilological Structures, 11, 3-55, 1988.

Finke R.A., Ward T.B., Smith S.M. (1992); Creative Cognition. Theory, Research, and Applications, Cambridge, MA: MIT Press, 1992.

Goldberg D.E. (2002); The Design of Innovation. Lessons from and for Competent Genetic Algorithms, Boston, MA: Kluwer Academic Press, 2002.

Gute D., Gute G. (2015); How Creativity Works in the Brain. Insights from a Santa Fe Institute Working Group, Santa Fe Institute, National Endowment for the Arts Office of Research and Analysis, Washington DC, 2015, [Online], Available: https://www.arts.gov/sites/default/files/how-creativity-works-in-the-brain-report.pdf.

Hofstadter D.R. and the Fluid Analogies Research Group (1995); Fluid Concepts and Creative Analogies: Computer Models of Fundamental Mechanisms of Thought, New York, NY: Basic Books, 1995.

Hofstadter D., Mitchell M. (1995); The Copycat Project: A Model of Mental Fluidity and Analogy Making, Fluid Concepts and Creative Analogies. Computer Models of the Fundamental Mechanisms of Thought, New York, NY: Basic Books/ Harper Collins, 205-268, 1995.

Jung R.E., Mead B.S., Carrasco J., Flores R.A. (2013); The structure of creative cognition in the human brain, Frontiers in Human Neuroscience, [Online], Available at: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3703539/, doi: 10.3389/fnhum.2013.00330, 7, 330, 2013.

Kris E. (1952); Psychoanalytic Exploration in Art, New York, NY: International University Press, 1952.

Kubie L.S. (1958); The Neurotic Distortion of the Creative Process, Lawrence, Kansas: University of Kansas Press, 1958.

Lawson B. (1980); How Designers Think, London, UK: Architectural Press, 1980.

Mandelbrot B. (1983); The Fractal Geometry of Nature, 2nd - revised ed., New York, NY: W.H. Freeman and Comp., 1983.

Marshall J.B.(1999); Metacat: A Self-Watching Cognitive Architecture for Analogy-Making and High-Level Perception, Ph.D. Dissertation, Department of Computer Science, Indiana University Bloomington, 1999.

Marshall J.B. (2006); A self-watching model of analogy-making and perception, Journal of Experimental and Theoretical Artificial Intelligence, 18(3), 267-307, 2006.

Martindale C. (1981); Cognition and Consciousness, Homewood, IL: Doresey Press, 1981.

Martindale C. (1999); Biological basis of creativity, Handbook of Creativity, R. J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 137-152, 1999.

Martindale C. (2007); Creativity, primordial cognition, and personality, Personality and Individual Differences, 43(7), 1777-1785, 2007.

Meystel A.M., Albus J.S. (2002); Intelligent Systems: Architecture, Design and Control, New York, NY: Wiley, 2002.

Minsky M. (2006); The Emotion Machine. Commonsense Thinking, Artificial Intelligence, and the Future of the Human Mind, New York, NY: Simon and Schuster, 2006.

Mitchell M. (1990); COPYCAT: A Computer Model of High-Level Perception and Conceptual Slipage in Analogy Making, Ph.D. Thesis, University of Michigan, Michigan, 1990.

Mitchell M. (1993); Analogy-Making as Perception. A Computer Model, Cambridge, MA: The MIT Press, 1993.

Partridge D., Rowe J. (1994); Computers and Creativity, Oxford, UK: Intellect, 1994.

Poincaré H. (1910); "Mathematical Creation," The Monist, 20(3), 321-335, 1910.

Saunders R., Gero J. (2001); Artificial creativity: A synthetic approach to the study of creative behaviour, Proc. Computational and Cognitive Models of Creative Design, Key Centre of Design Computing and Cognition, University of Sydney, Sydney, Australia, 113-139, 2001.

Saunders R. (2002); Curious Design Agents and Artificial Creativity. A Synthetic Approach to the Study of Creative Behavior, Ph.D. Dissertation, School of Architecture, Design Science and Planning, Faculty of Architecture, University of Sydney, Sydney, Australia, 2002.

Saunders R. (2006); Towards a computational model of creative societies using curious design agents, Proc. Conf. Engineering Societies in the Agents World 2006 (ESAW06), 18-31, 2006.

Saunders R.(2012); Towards autonomous creative systems: A computational approach, Cognitive Computation, 4(3), 216-225, 2012.

Schmajuk N.,Aziz D.R., Bates M.J.B. (2009); Attentional Associative Interactions in Creativity, Creativity Research Journal, 21(1), 92-103, 2009.

Simonton D.K. (1999); Origins of Genius. Darwinian Perspectives on Creativity, New York, NY: Oxford University Press, 1999.

Simonton D.K. (1999); Creativity from a Historiometric Perspective, Handbook of Creativity, R. J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 116-133, 1999.

Simonton D.K. (2013); Evolution as Phenomenon and Evolution as Process, Proc. Int. Symp. - Investigations of Cultural Life: Quantitative Aspects, Ekaterinsburg, Russian Federation, 21-23, 2013.

Simonton D.K. (2011); "Historiometry," Encyclopedia of Creativity, S. R. Pritzker (ed.), San Diego: Academic Press, 617-622, 2011.

Sims K. (1991); Artificial evolution for computer graphics, Computer Graphics, 25(4), 319- 328, 1991.

Sims K. (1994); Evolving 3D morphology and behavior by competition, Proc. Artificial Life IV, 28-39, 1994.

Sirbu D. (2013); Emerging visual structures from a random walker, Proc. of 16th International Conference on Generative Art, Politecnico di Milano University, Milan, Italy, 66-76, 2013.

Sternberg R.J. (1999); The concept of creativity: Prospects and paradigms, Handbook of Creativity, R.J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 3-15, 1999.

Sternberg R.J. (1999); Handbook of Creativity, R.J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 1999.

Ulrich D. (2002); Seven Stages of Creativity Hillsboro, OR: Beyond Words, 2002.

Wallas G. (1926); The Art of Thought, London: J. Cape, 1926.

Weisberg R.W. (1993); Creativity: Beyond the myth of genius, Handbook of Creativity, R.J. Sternberg (ed.), New York, NY: W.H. Freeman, 1993.

Weisberg R.W.(1999); Creativity and knowledge: A challenge to theories, Handbook of Creativity, R.J. Sternberg (ed.), Cambridge, UK: Cambridge University Press, 1999.

DOI: http://dx.doi.org/10.15837/ijccc.2017.3.2759


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