One option might be multiple linear regression with a matrix of independent variables and a matrix of the same size of dependent variables, fitting the same parameters vector to all of them. Is that what you want to do?
What are your data? How ‘piecewise’ are they? What information (other than the obvious parameter estimates and related statistics) do you want from the regression?
