Fig. 8.

Investigation of how the sampling frequency of trajectory frames in MD production simulations influences the prediction performance. Features were extracted as multiple time series based on the local geometrical features and MD trajectories. Prediction was conducted using the long short-term memory (LSTM) model, and the performance was evaluated by accuracy and balanced F1 score.