The article presents a new way to choose investments during uncertain economic times. The researchers use a hidden Markov model to describe the financial market's behavior over time. They measure the risk of investment decisions using a special type of entropy. By analyzing data from 1998 to 2018, they find that their dynamic portfolio selection model outperforms traditional models in terms of returns and risk.