If you have more observations than variables you can simply use Multivariate Linear Regression (assuming a linear correlation). If the number of variables is higher than the number of observations you can Partial Least Squares for instance, or other algorithms.
Abd Elmalik Goufi If you assume that the offset term (B0) is 0, you can still use Multivariate Linear Regression, if not you should consider other algorithms.