  This paper focuses on the developing of high-dimensional risk models to
construct portfolios of securities in the US stock exchange. Investors seek to
gain the highest profits and lowest risk in capital markets. We have developed
various risk models and for each model different investment strategies are
tested. Out of sample tests are performed on a long-term horizon from 1970
until 2023.
