8 Empirical Example: Neural Networks for Time Series Prediction

Jupyter notebook comparison of FNN, RNN, and LSTM for neural network prediction

The overall outcome may be summarized as follows: If we don’t apply any pre-aggregation to the lagged input series, the FNN is beaten by RNN and LSTM. However, the differences are marginal.