Before revision:  Finally, we observe that conditionally on the hidden states, the predictors have different linear and non-linear effects  .
After revision:  Finally, we observe that conditionally on the hidden states, the predictors have different linear and non-linear effects on the cryptocurrency returns. These empirical findings provide important insight for portfolio management and policy implementation .