somnet2.m

Matlab写得神经网络的训练实例

function SOMnet2()
X=rands(2,1000);plot(X(1,:),X(2,:),'+r');xlabel('X(1)');ylabel('X(2)')

net=newsom([0 1;0 1],[5,6]);
w=net.iw{1,1};
plotsom(w,net.layers{1}.distances)
for i=10:30:100
    net.trainParam.epochs=i;
    net=train(net,X);
    figure;plotsom(net.iw{1,1},net.layers{1}.distances) %绘制权值
end
X1=[0.5;0.3];y=sim(net,X1)