function pred = regress_pred(price, quantity) days = size(price, 1) - size(quantity, 1); product_count = size(price, 2); test_count = size(quantity, 1); test_set = 1:test_count; pred_set = test_count+1:size(price, 1); pred = zeros(days, product_count); for i = 1:product_count [m,n] = regress(price(test_set, i), quantity(test_set, i)); pred(:, i) = m .* price(pred_set, i) + n; end endfunction function [m, n] = regress(x, y) mn = [ x ones(length(x), 1) ] \ y; m = mn(1); n = mn(2); endfunction