The logic of Vector Linear Regression

Hi,

I  have searched about vector linear regression on the web about the mathematical logic of the algorithm but didn't find anything.

It would help a lot if anybody helps me out with the mathematical aspect of vector linear regression and its difference with linear regression.

Thanks.