Before revision:  We develop a theory for a continuous path version of such models , and discuss their numerical implementations within the Vasi\v{c and Cox-Ingersoll-Ross frameworks.
After revision:  We develop a theory for a continuous path version of such models , and discuss their numerical implementations within the Vasicek and Cox-Ingersoll-Ross frameworks.