Abstract Neural networks have recently been established as state-of-the-art in forecasting financial time series. However, many studies show how one architecture, the Long-Short Term Memory , is most widespread sectors due to its high performance over Considering some stocks traded markets and a crypto ticker, this paper tries study effectiveness of Boltzmann entropy indicator improve forecasti...