Generalization of Nosé’s isothermal molecular dynamics: Necessary and sufficient conditions of dynamical simulations of statistical ensembles

We examine the necessary and sufficient conditions that a dynamics is suited for mimicking a specified statistical ensemble. Some delicate points related to the Nos\'e scheme and its generalizations are clarified.