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Evolving the Architecture and Weights of Neural Networks Using a Weight Mapping Approach (1999)  (Make Corrections)  
João Carlos Figueira Pujol, Riccardo Poli



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Abstract: The application of genetic programming to the evolution of neural networks has been hindered by the inadequacy of parse trees to represent oriented graphs, and by the lack of a good mechanism for encoding the weights. In this work, a hybrid method is introduced, where genetic programming evolves a mapping function to adapt the weights, whereas a genetic algorithm-based approach evolves the architecture. Results on the application of the new method to the evolution of feedforward and... (Update)

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BibTeX entry:   (Update)

@techreport{ pujol99evolving,
    author = "Joao Pujol and Riccardo Poli",
    title = "Evolving the Architecture and Weights of Neural Networks Using a Weight Mapping Approach",
    number = "CSRP-99-05",
    year = "1999",
    url = "citeseer.ist.psu.edu/figueirapujol99evolving.html" }
Citations (may not include all citations):
1491   Learning internal representations by error propagation (context) - Rumelhart, Hinton et al. - 1986
95   An evolutionary algorithm that constructs recurrent neural n.. - Angeline, Saunders et al. - 1994
76   Neural network synthesis using cellular encoding and the gen.. - Gruau - 1994
54   the Programming of Computers by Means of Natural Selection (context) - Koza, on - 1992
24   Neurogenetic learning: an integrated method of designing and.. (context) - Kitano - 1994
17   School of Computer Science (context) - Langdon, Poli et al. - 1998
17   A preliminary study on designing artificial neural networks .. - Yao, Shi - 1995
16   Cellular encoding applied to neurocontrol - Whitley, Gruau et al. - 1995
16   Evolving the topology and the weights of neural networks usi.. - Pujol, Poli - 1998
12   Use of genetic programming for the search of a learning rule.. (context) - Bengio, Bengio et al. - 1994
9   Structural evolution of neural networks having arbitrary con.. (context) - Nagao, Agui et al. - 1993
8   Genetic programming can discover fast and general learning r.. - Radi, Poli - 1998
8   Evolving neural networks using a dual representation with a .. - Pujol, Poli - 1998
7   Evolving neural networks to control unstable dynamical syste.. (context) - Pratt - 1994
4   Using genetic engineering to find modular structures and act.. - Friedrich, Moraga - 1997
3   Inter-generational architecture adaptation of neural network.. (context) - Sase, Matsui et al. - 1993
3   Dual network representation applied to the evolution of neur.. - Pujol, Poli - 1998

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