Evolvability Search: Directly Selecting for Evolvability in order to Study and Produce It

作者: Henok Mengistu , Joel Lehman , Jeff Clune

DOI: 10.1145/2908812.2908838

关键词: Evolutionary algorithmEvolutionary roboticsSearch algorithmOffspringEvolutionary computationEvolvabilityMachine learningArtificial intelligenceBioinformaticsPhenotypeVariation (game tree)Selection (genetic algorithm)Computer science

摘要: One hallmark of natural organisms is their significant evolvability, ie, their increased potential for further evolution. However, reproducing such evolvability in artificial evolution …

参考文章(37)
Jean-Baptiste Mouret, Novelty-Based Multiobjectivization New Horizons in Evolutionary Robotics. pp. 139- 154 ,(2011) , 10.1007/978-3-642-18272-3_10
Henok Mengistu, Joost Huizinga, Jean-Baptiste Mouret, Jeff Clune, The Evolutionary Origins of Hierarchy PLOS Computational Biology. ,vol. 12, pp. 23- ,(2016) , 10.1371/JOURNAL.PCBI.1004829
Jeff Clune, Richard A. Watson, Markus Brede, Kostas Kouvaris, Louis Kounios, How Evolution Learns to Generalise: Principles of under-fitting, over-fitting and induction in the evolution of developmental organisation arXiv: Populations and Evolution. ,(2015)
D. J. Earl, M. W. Deem, Evolvability is a selectable trait Proceedings of the National Academy of Sciences of the United States of America. ,vol. 101, pp. 11531- 11536 ,(2004) , 10.1073/PNAS.0404656101
J.F.Y Brookfield, Evolution: The evolvability enigma Current Biology. ,vol. 11, ,(2001) , 10.1016/S0960-9822(01)00041-0
Anh Mai Nguyen, Jason Yosinski, Jeff Clune, Innovation Engines: Automated Creativity and Improved Stochastic Optimization via Deep Learning genetic and evolutionary computation conference. pp. 959- 966 ,(2015) , 10.1145/2739480.2754703
Joost Huizinga, Jeff Clune, Jean-Baptiste Mouret, Evolving neural networks that are both modular and regular: HyperNEAT plus the connection cost technique genetic and evolutionary computation conference. pp. 697- 704 ,(2014) , 10.1145/2576768.2598232
Stephane Doncieux, Jean-Baptiste Mouret, Behavioral diversity measures for Evolutionary Robotics IEEE Congress on Evolutionary Computation. pp. 1- 8 ,(2010) , 10.1109/CEC.2010.5586100
Günter P. Wagner, Lee Altenberg, PERSPECTIVE: COMPLEX ADAPTATIONS AND THE EVOLUTION OF EVOLVABILITY Evolution. ,vol. 50, pp. 967- 976 ,(1996) , 10.1111/J.1558-5646.1996.TB02339.X
Jean-Baptiste Mouret, Stephane Doncieux, Overcoming the bootstrap problem in evolutionary robotics using behavioral diversity congress on evolutionary computation. pp. 1161- 1168 ,(2009) , 10.1109/CEC.2009.4983077