On the universality of the volatility formation process: when machine learning and rough volatility agree

Mathieu Rosenbaum, Jianfei Zhang

We train an LSTM network based on a pooled dataset made of hundreds of liquid stocks aiming to forecast the next daily realized volatility for all stocks. Showing the consistent ou…