Before revision:  Moreover, we develop a consistent factor selection procedure with a penalty term on the number of factors and present bootstrap methods for carrying out inference and testing linearity with the aid of efficient computational algorithms. Finally, we illustrate our methods via numerical studies.
After revision:  Moreover, we develop bootstrap inference and illustrate our methods via numerical studies.