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Table 2 Errors on validation sets with initial state perturbations

From: Initial state perturbations as a validation method for data-driven fuzzy models of cellular networks

 

FCM model

MAFTS model

MAE (next state)

0.20103

0.15

MAE (whole series)

1.41103

0.24

RMSE (next state)

3.28103

0.22

RMSE (whole series)

8.67103

0.31

  1. MAE and RMSE measured on models generated with FCM and MAFTS with respect to the validation sets with initial state perturbations where either the next state or a whole time series is predicted