Abstract
The Baldwin Effect indicates that individually learned behaviours acquired during an organism’s lifetime can influence the evolutionary path taken by a population, without any direct Lamarckian transfer of traits from phenotype to genotype. Several computational studies modelling this effect have included complications that restrict its applicability. Here we present a simplified model that is used to reveal the essential mechanisms and highlight several conceptual issues that have not been clearly defined in prior literature. In particular, we suggest that canalisation and genetic assimilation, often conflated in previous studies, are separate concepts and the former is actually not required for non-heritable phenotypic variation to guide genetic variation. Additionally, learning, often considered to be essential for the Baldwin Effect, can be replaced with a more general phenotypic plasticity model. These simplifications potentially permit the Baldwin Effect to operate in much more general circumstances.
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Baldwin, J.M.: A New Factor In Evolution. American Naturalist 30, 441–457, 536-554 (1896)
Mayley, G.: Explorations into the interactions between learning and evolution using algorithms, DPhil Thesis, School of Cognitive and Computing Sciences, University of Sussex (2000)
Turney, P.: Myths and Legends of the Baldwin Effect. In: Proceedings of the 13th International Conference on Machine Learning, pp. 135–142 (1996)
Richards, R.J.: Darwin and the Emergence of Evolutionary Theories of Mind and Behavior. University of Chicago Press, Chicago (1987)
Dennet, D.C.: Darwin’s Dangerous Idea: Evolution and the Meanings of Life. London, Penguin (1995)
Hinton, G.E., Nowlan, S.J.: How learning can guide evolution, Adaptive individuals in evolving populations: models and algorithms, pp. 447–454. Addison-Wesley Longman, Amsterdam (1987)
Belew, R.K.: When both individuals and populations search. In: Schaffer, J.D. (ed.) Proceedings of the Third International Conference on Genetic Algorithms. Morgan Kaufmann, San Mateo (1989)
Harvey, I.: The puzzle of the persistent question marks: A case study of genetic drift. In: Forrest, S. (ed.) Proceedings of the Fifth International Conference on Genetic Algorithms, ICGA 1993. Morgan Kaufmann, California (1993)
Wiles, J., Schultz, R., Hallinan, J., Bolland, S., Tonkes, B.: Probing the persistent question marks. In: Spector, L., Goodman, E., Wu, A., Langdon, W.B., Voigt, H.-M., Gen, M., Sen, S., Dorigo, M., Pezeshk, S., Garzon, M., Burke, E. (eds.) Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2001), pp. 710–717. Morgan Kaufmann Publishers, San Francisco (2001)
French, R.M., Messinger, A.: Genes, phenes and the Baldwin Effect: Learning and evolution in a simulated population. In: Brooks, R.A., Maes, P. (eds.) Artificial Life IV: Proceedings of the Fourth International Workshop on the Synthesis and Simulation of Living Systems, pp. 277–282. MIT, Cambridge (1994)
Watson, R.A., Pollack, J.B.: How Symbiosis can guide Evolution. In: Floreano, D., Nicoud, J.-D., Mondada, F. (eds.) ECAL 1999. LNCS, vol. 1674. Springer, Heidelberg (1999)
Watson, R.A., Reil, T., Pollack, J.B.: Mutualism, Parasitism, and Evolutionary Adaptation. In: Bedau, M., McCaskill, J., Packard, N., Rasmussen, S. (eds.) Proceedings of Artificial Life VII (2000)
Federici, D.: Culture and the Baldwin Effect. In: Banzhaf, W., Ziegler, J., Christaller, T., Dittrich, P., Kim, J.T. (eds.) ECAL 2003. LNCS (LNAI), vol. 2801, pp. 309–318. Springer, Heidelberg (2003)
Waddington, C.H.: Genetic Assimilation of an Acquired Character. Evolution 4, 118–126 (1953)
Simpson, G.G.: The Baldwin Effect. Evolution 7, 110–117 (1953)
Griffiths, P.E.: Beyond the Baldwin Effect: James Mark Baldwin’s ‘social heredity’, epigenetic inheritance and niche-construction’. In: Weber, B., Depew, D. (eds.) Learning, Meaning and Emergence: Possible Baldwinian Mechanisms in the Co-Evolution of Mind and Language (2003)
Gibson, G., Wagner, G.: Canalization in evolutionary genetics: a stabilizing theory? In: BioEsssays, vol. 22, pp. 372–380 (2000)
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Mills, R., Watson, R.A. (2005). Genetic Assimilation and Canalisation in the Baldwin Effect. In: Capcarrère, M.S., Freitas, A.A., Bentley, P.J., Johnson, C.G., Timmis, J. (eds) Advances in Artificial Life. ECAL 2005. Lecture Notes in Computer Science(), vol 3630. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11553090_36
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DOI: https://doi.org/10.1007/11553090_36
Publisher Name: Springer, Berlin, Heidelberg
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