Data-efficient neuroevolution with kernel-based surrogate models
作者： Adam Gaier , Jean-Baptiste Mouret , Alexander Asteroth
关键词: Algorithm 、 Computer science 、 Network topology 、 Neuroevolution 、 Surrogate model 、 Neuroevolution of augmenting topologies
摘要: Surrogate-assistance approaches have long been used in computationally expensive domains to improve the data-efficiency of optimization algorithms. Neuroevolution, however …
harvard.edu
acm.org
arxiv.org 
sci-hub.st 参考文章(32)
Josh C. Bongard, Rolf Pfeifer, How the Body Shapes the Way We Think: A New View of Intelligence (Bradford Books) The MIT Press. ,(2006)
Roberto Calandra, André Seyfarth, Jan Peters, Marc Peter Deisenroth, Bayesian optimization for learning gaits under uncertainty Annals of Mathematics and Artificial Intelligence. ,vol. 76, pp. 5- 23 ,(2016) , 10.1007/S10472-015-9463-9
Michel Neuhaus, Kaspar Riesen, Horst Bunke, Fast Suboptimal Algorithms for the Computation of Graph Edit Distance Lecture Notes in Computer Science. pp. 163- 172 ,(2006) , 10.1007/11815921_17
Antoine Cully, Jeff Clune, Danesh Tarapore, Jean-Baptiste Mouret, Robots that can adapt like animals Nature. ,vol. 521, pp. 503- 507 ,(2015) , 10.1038/NATURE14422
Anh Nguyen, Jason Yosinski, Jeff Clune, Deep neural networks are easily fooled: High confidence predictions for unrecognizable images computer vision and pattern recognition. pp. 427- 436 ,(2015) , 10.1109/CVPR.2015.7298640
Alberto Sanfeliu, King-Sun Fu, A distance measure between attributed relational graphs for pattern recognition systems man and cybernetics. ,vol. 13, pp. 353- 362 ,(1983) , 10.1109/TSMC.1983.6313167
Y. Jin, A comprehensive survey of fitness approximation in evolutionary computation soft computing. ,vol. 9, pp. 3- 12 ,(2005) , 10.1007/S00500-003-0328-5
Tapani Raiko, Matti Tornio, Variational Bayesian learning of nonlinear hidden state-space models for model predictive control Neurocomputing. ,vol. 72, pp. 3704- 3712 ,(2009) , 10.1016/J.NEUCOM.2009.06.009
Kenneth O. Stanley, Compositional pattern producing networks: A novel abstraction of development Genetic Programming and Evolvable Machines. ,vol. 8, pp. 131- 162 ,(2007) , 10.1007/S10710-007-9028-8
Stephane Doncieux, Nicolas Bredeche, Jean-Baptiste Mouret, Agoston E. (Gusz) Eiben, Evolutionary Robotics: What, Why, and Where to Frontiers in Robotics and AI. ,vol. 2, pp. 4- ,(2015) , 10.3389/FROBT.2015.00004