Before revision:  We propose a theoretical framework for analyzing small sample properties based on a novel approximation of the discontinuous sample moments with a H\"older continuous process.
After revision:  We propose a theoretical framework for analyzing small sample properties based on a novel approximation of the discontinuous sample moments with a H\"{o continuous process.