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Abstract: Evolutionary artificial neural networks (EANNs) refer to a special class of artificial neural networks (ANNs) in which evolution is another fundamental form of adaptation in addition to learning. The evolution in EANNs is often simulated by genetic algorithms (GAs), evolutionary programming (EP), or other evolutionary algorithms. This paper describes an EP-based EANNs which learn both their weights and architectures through the combination of a hybrid learning algorithm and the EP algorithm. A... (Update)
Context of citations to this paper: More
.... Neural Networks (EANNs) which adapt their architectures through simulated evolution and their weights through learning (training) [10]. Neural networks are based on local learning, while the evolutionary approach is not [11] Concerning FPGAs, this approach could be...
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BibTeX entry: (Update)
X. Yao and Y. Liu, "Evolutionary artificial neural networks that learn and generalise well," in 1996 IEEE International Conference on Neural Networks, Washington, DC, USA, Volume on Plenary, Panel and Special Sessions, pp. 159--164, IEEE Press, New York, NY, 3-6 June 1996. http://citeseer.ist.psu.edu/article/yao96evolutionary.html More
@inproceedings{ yao96evolutionary,
author = "Xin Yao and Yong Liu",
title = "Evolutionary artificial neural networks that learn and generalise well",
booktitle = "Proc. of the 1996 {IEEE} {I}nt. {C}onf. on {N}eural {N}etworks ({ICNN}'96), {V}ol. on {P}lenary, {P}anel and {S}pecial {S}essions",
address = "?",
pages = "159--164",
year = "1996",
url = "citeseer.ist.psu.edu/article/yao96evolutionary.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
372 The cascade-correlation learning architecture - Fahlman, Lebiere - 1990
245 Artificial Intelligence Through Simulated Evolution (context) - Fogel, Owens et al. - 1966
245 Evolutionary Computation: Towards a New Philosophy of Machin.. (context) - Fogel - 1995
95 An evolutionary algorithm that constructs recurrent neural n.. - Angeline, Sauders et al. - 1994
52 Evolutionary artificial neural networks - Yao - 1995
52 Evolutionary artificial neural networks - Yao - 1993
36 Evolving neural networks (context) - Fogel, Fogel et al. - 1990
35 Improving model selection by nonconvergent methods (context) - Finnoff, Hergent et al. - 1993
31 System Identification Through Simulated Evolution: A Machine.. (context) - Fogel - 1991
24 Evolving recurrent perceptrons for time-series modeling (context) - McDonnell, Waagen - 1994
21 A constructive algorithm that converges for real-valued inpu.. (context) - Burgess - 1994
21 An empirical study of genetic operators in genetic algorithm.. - Yao - 1993
20 Ellis Horwood Limited (context) - Michie, Spiegelhalter et al. - 1994
15 Study of a growth algorithm for a feedforward network (context) - Nadal - 1989
10 Evolving artificial neural networks for medical applications - Yao, Liu - 1995
The graph only includes citing articles where the year of publication is known.
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