?? rbfsetfw.m
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function net = rbfsetfw(net, scale)%RBFSETFW Set basis function widths of RBF.%% Description% NET = RBFSETFW(NET, SCALE) sets the widths of the basis functions of% the RBF network NET. If Gaussian basis functions are used, then the% variances are set to the largest squared distance between centres if% SCALE is non-positive and SCALE times the mean distance of each% centre to its nearest neighbour if SCALE is positive. Non-Gaussian% basis functions do not have a width.%% See also% RBFTRAIN, RBFSETBF, GMMEM%% Copyright (c) Ian T Nabney (1996-2001)% Set the variances to be the largest squared distance between centresif strcmp(net.actfn, 'gaussian') cdist = dist2(net.c, net.c); if scale > 0.0 % Set variance of basis to be scale times average % distance to nearest neighbour cdist = cdist + realmax*eye(net.nhidden); widths = scale*mean(min(cdist)); else widths = max(max(cdist)); end net.wi = widths * ones(size(net.wi));end
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