| Agent-based modelling of product invention |
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Genetic And Evolutionary Computation Conference
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Proceedings of the 2005 conference on Genetic and evolutionary computation
table of contents
Washington DC, USA
SESSION: Artificial life, evolutionary robotics, and adaptive behavior
table of contents
Pages: 129 - 136
Year of Publication: 2005
ISBN:1-59593-010-8
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Authors
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Anthony Brabazon
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University College Dublin, Dublin, Ireland
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Arlindo Silva
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Instituto Politecnico de Castelo, Branco, Portugal
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Tiago Ferra de Sousa
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Instituto Politecnico de Castelo, Branco, Portugal
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Michael O'Neill
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University of Limerick, Limerick, Ireland
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Robin Matthews
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Kingston University, London, UK
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Ernesto Costa
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Universidade de Coimbra, Coimbra, Portugal
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Downloads (6 Weeks): 4, Downloads (12 Months): 38, Citation Count: 0
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ABSTRACT
This study describes a novel simulation model of the process of product invention. Invention is conceptualized as a process of directed evolutionary adaptation, on a landscape of product design possibilities, by a population of profit-seeking agents (inventors). The simulation experiments examine the sensitivity of the rate of advance in product fitness to the choice of search heuristics employed by inventors. The key finding of the experiments is that if search heuristics are confined to those which are rooted in past experience, or to heuristics which merely generate variety, limited product advance occurs. Notable product fitness advance only occurs when inventor's expectations as to the relative fitness of potential product inventions are incorporated into the model of invention. The results demonstrate the importance of human direction and expectations in invention. They also support the importance of formal product / project evaluation procedures in organizations, and the importance of market information when inventing new products.
REFERENCES
Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.
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1
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Abernathy, W. and Clark, K. (1985). Innovation: Mapping the Winds of Creative Destruction, Research Policy, 14(1):3--22.
|
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2
|
Arifovic, J. (1994). Genetic Algorithm Learning and the Cobweb Model, Journal of Economic Dynamics and Control, 18(1):3--28.
|
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3
|
|
| |
4
|
Fleming, L. and Sorenson, O. (2004). Science as a map in technological search, Strategic Management Journal, 25(9):909--928.
|
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5
|
Freeman, C. and Soete, L. (1997). The Economics of Industrial Innovation (3rd edition), Massachusetts: MIT Press.
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6
|
|
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7
|
|
| |
8
|
|
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9
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Kauffman, S. and Levin, S. (1987). Towards a General Theory of Adaptive Walks on Rugged Landscapes, Journal of Theoretical Biology, 128:11--45.
|
| |
10
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Kauffman, S. (1993). The Origins of Order, Oxford, England: Oxford University Press.
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11
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Kauffman, S., Lobo, J. and MacReady, W. (1998). Optimal Search on a Technology Landscape, Santa Fe Institute Working Paper, 98-10-091.
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12
|
Klos, T. and Nooteboom, B. (2001). Agent-based computational transactions cost economics, Journal of Economic Dynamics and Control, 25(3-4):503--526.
|
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13
|
|
| |
14
|
Koza, J., Bennett, F., Andre, D. and Keane, M. (2000). Synthesis of topology and sizing of analog electrical circuits by means of genetic programming, Computer methods in applied mechanics and engineering, 186(2-4):459--482.
|
| |
15
|
|
| |
16
|
|
| |
17
|
Maskus, K. and McDaniel, C. (1999). Impacts of the Japanese patent system on productivity growth, Japan and the World Economy, 11(4):557--574.
|
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18
|
Nelson, R. and Winter, S. (1982). An Evolutionary Theory of Economic Change, Cambridge, Massachusetts: Harvard University Press.
|
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19
|
Newell, A., Shaw, J. and Simon, H. (1962). The processes of creative thinking, in H.E. Gruber, G. Terrell, and M. Wertheimer (Eds.), Contemporary approaches to creative thinking, New York: Atherton Press.
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20
|
Noren, K. and Ross, J. (2002). Analog Circuit Design Using Genetic Algorithms, Univ. Idaho working paper.
|
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21
|
|
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22
|
Schumpeter, J. (1934). The Theory of Economic Development, eighth printing, 1968, Harvard Economic Studies, Volume XLVI: Harvard University Press.
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23
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Schumpeter, J. (1943). Capitalism, Socialism and Democracy, reprinted 1992, London: Routledge.
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24
|
|
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25
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Windrum, P. and Birchenhall, C. (1998). Is product life cycle theory a special case? Dominant designs and the emergence of market niches through coevolutionary learning, Structural Change and Economic Dynamics, 9(1):109--134.
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26
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Wissmann, L., Yassine, A. and Williams, A. (2004). Towards a Post-Modern Model of Innovation and Evolution, Working Paper, Product Development Research Laboratory, University of Illinois at Urbana-Champaign PDL-2004-02, May 2004, http://www.ge.uiuc.edu/pdlab/Publication.htm, (accessed 20 September, 2004).
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