Before revision: In this paper, we analyze maximum Sharpe ratio when the number of assets in a portfolio is larger than its time span.
After revision: We provide a new theory for nodewise regression when the residuals from a fitted factor model are used to apply our results to the analysis of the maximum Sharpe ratio when the number of assets in a portfolio is larger than its time span.