while ridge regression is
which looks the same as the ridge regression. As for me, the problem of multi-task lasso regression is equivalent to solve global ridge regression. So what is the difference between these two regression methods? Both of them use function. Or does it mean that in multi-task lasso regression, the shape of is (1,n)?