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size ANN training inputHi, Is there anyone that knows why training inputs of an ANN have to be less than 1 to have a convergence? I tried with my regular input( 10000,or 8 etc), and I had a very high and constant error. If I divided training inputs to reach numbers close to the unity I could find a solution of my ANN. Can you help me to solve this problem? Thanks Andrea Ing. Andrea Viano Industry Division
CFD Engineering S.r.l. Headquarters Piazza della Vittoria, 7/2A - 16123 Genova (Italy) Phone +39-010-8540050 - Fax +39-010-8631199 ------------------------------------------------------------------------------ RSA® Conference 2012 Save $700 by Nov 18 Register now! http://p.sf.net/sfu/rsa-sfdev2dev1 _______________________________________________ Fann-general mailing list Fann-general@... https://lists.sourceforge.net/lists/listinfo/fann-general |
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Re: size ANN training inputHi Andrea,
I have an algorithm I can provide you that will scale between 1 and 0. It's written in shell but you're welcome to it if you like. Very Best, -Cooper
On Wed, Nov 2, 2011 at 9:21 AM, Andrea_Viano <viano@...> wrote:
-- D. Cooper Stevenson ph: 541.971.0366 em: cooper@... www: http://cooper.stevenson.name ------------------------------------------------------------------------------ RSA® Conference 2012 Save $700 by Nov 18 Register now! http://p.sf.net/sfu/rsa-sfdev2dev1 _______________________________________________ Fann-general mailing list Fann-general@... https://lists.sourceforge.net/lists/listinfo/fann-general |
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Re: size ANN training inputHello,
Some activation functions outputs such as sigmoid ones give and output between 0 and 1 or -1 and 1. If you try to get values around 10000 as a pondered summation of the inputs and the outputs range is between 0 and 1 it's impossible to get such a big values. You can take a look to the fann*scale* functions at http://leenissen.dk/fann/html/files/fann_train-h.html. J. Maspons 2011/11/2 Andrea_Viano <viano@...>
-- Joan Maspons CREAF (Centre de Recerca Ecològica i Aplicacions Forestals) Universitat Autònoma de Barcelona, 08193 Bellaterra (Barcelona), Catalonia Tel +34 93 581 2915 j.maspons@... http://www.creaf.uab.cat ------------------------------------------------------------------------------ RSA® Conference 2012 Save $700 by Nov 18 Register now! http://p.sf.net/sfu/rsa-sfdev2dev1 _______________________________________________ Fann-general mailing list Fann-general@... https://lists.sourceforge.net/lists/listinfo/fann-general |
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Re: size ANN training inputNormalization you mean? On Nov 2, 2011 2:49 PM, "Andrea_Viano" <viano@...> wrote:
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R: size ANN training inputThank you Fabio, I used a backpropagation method and I used activation sigmoid function. Is it maybe for that I have to normalize? Andrea Da: Fábio Blessa [mailto:fabioblessa@...] Normalization you mean? On Nov 2, 2011 2:49 PM, "Andrea_Viano" <viano@...> wrote: Hi, Is there anyone that knows why training inputs of an ANN have to be less than 1 to have a convergence? I tried with my regular input( 10000,or 8 etc), and I had a very high and constant error. If I divided training inputs to reach numbers close to the unity I could find a solution of my ANN. Can you help me to solve this problem? Thanks Andrea Ing. Andrea Viano Industry Division
CFD Engineering S.r.l. Headquarters Piazza della Vittoria, 7/2A - 16123 Genova (Italy) Phone +39-010-8540050 - Fax +39-010-8631199
------------------------------------------------------------------------------ RSA(R) Conference 2012 Save $700 by Nov 18 Register now http://p.sf.net/sfu/rsa-sfdev2dev1 _______________________________________________ Fann-general mailing list Fann-general@... https://lists.sourceforge.net/lists/listinfo/fann-general |
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