This work investigates the framework and statistical performance guarantee of composite neural network, which is composed a collection pre-trained non-instantiated network models connected as rooted directed acyclic graph, for solving complicated applications. A model generally well trained, targeted to approximate specific function. The advantages adopting component in composing are two-fold. ...