If you have the Optimization Toolbox, type "help fmincon." It does general minimization with constraints. You supply the negative likelihood or log-likelihood function for the problem you're trying to solve.
If you have only the Statistics Toolbox, there is no general-purpose constrained optimization function available. You can sometimes reformulate a problem to get rid of the constraints, but not always.
