Sharpe Ratio analysis in high dimensions: Residual-based nodewise regression in factor models
نویسندگان
چکیده
We provide a new theory for nodewise regression when the residuals from fitted factor model are used. apply our results to analysis of consistency Sharpe Ratio estimators there many assets in portfolio. allow an increasing number as well time observations Since is not feasible due unknown nature idiosyncratic errors, we feasible-residual-based estimate precision matrix errors which consistent even assets, p, exceeds span portfolio, n. In another development, also show that returns can be estimated consistently, with factors and p>n. that: (1) p>n, global minimum-variance mean–variance portfolios; (2) maximum estimator portfolio weights sum one; (3) p<<n, maximum-out-of-sample consistent.
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ژورنال
عنوان ژورنال: Journal of Econometrics
سال: 2023
ISSN: ['1872-6895', '0304-4076']
DOI: https://doi.org/10.1016/j.jeconom.2022.03.009