How to slide a smaller matrix over larger matrix and employ element wise multiplication?

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I have one matrix of THETA_F1 which is 512x509 and THETA_F2 256x321. I want to slide the smaller matrix over the larger one and multiply them and store the values in another matrix and then plot them.
The error I am facing is that matrix dimensions do not agree. Rows and Coloumns is basically the size of THETA_F1
for i=1:3:rows
for j=1:3:coloumns
corr = THETA_F1.*THETA_F2;
end
end
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