Radial Basis Function Network
19 Nov 2008
11 Feb 2010)
Simulates and trains Gaussian and polyharmonic spline radial basis function networks.
function [W phi]=train_rbf(X,Y,Xc,k_i,basisfunction)
%trains a radial basis function
%X is a N_p by N_dim matrix of training data
%Y is a N_p by N_dim matrix of training data
%Xc is a N_r by N_dim matrix of rbf centres
%basisfunction may be 'gaussian' or 'polyharmonicspline'
%k_i is a prescaler for 'gaussian' rbf and function order for
%'polyharmonicspline'. See k_i(i)=0 for constant bias
%Copyright (c) 2009, Travis Wiens
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N_r=size(Xc,1);%number of centres
[z phi]=sim_rbf(Xc,X,W,k_i,basisfunction);%simulate rbf