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Very High Overfitting Upper Bound Value for Hidden Nodes

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vanrapa
vanrapa 2019-7-2
Hello,
I am trying to implement regression/curve fitting NN. My dataset is I = 1, N = 52500, O = 3.
I would like to find out NMSE and Rsq values for different number of hidden nodes in a loop. My loop will execute between 0 and No overfitting upper bound value. I am computing the No overfitting upper bound value using this formulae,
H =((N*O)-O)/(I+O+1).
In my case, the value is 31500.
Can I use any other upper bound value without affecting the network performance?
Any help would be great. Thanks.

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