Impact of Noise on a Dynamical System: Prediction and Uncertainties from a Swarm-Optimized Neural Network

Table 2

Root mean squared error (RMSE) reported for different methods in the Mackey-Glass chaotic time series analysis.

Method
Linear model [35]	0.5503
Conjugate gradient ANN [36]	0.2296
Product operator -norm [37]	0.0907
Fuzzy system [38]	0.0816
Cascade correlation NN [39]	0.0624
Genetic algorithm and fuzzy system [40]	0.0490
Backpropagation NN [35]	0.0262
Linguistic model (20 rules) [41]	0.0256
-nearest neighbor [42]	0.0194
This work	0.0138