Table 4 LMBNN technique for the MPV model (3).

From: Poisson random measure noise-induced coherence in epidemiological priors informed deep neural networks to identify the intensity of virus dynamics

Cases

 

Mean square error

 

Efficiency

Gradient

Mu

Epoch

Time

 

Training

Validation

Testing

     

1

2.862\(\times 10^{-13}\)

7.886\(\times 10^{-13}\)

2.42\(\times 10^{-13}\)

2.98\(\times 10^{-13}\)

9.75\(\times 10^{-8}\)

1\(\times 10^{-13}\)

38

2

2

2.267\(\times 10^{-13}\)

1.906\(\times 10^{-13}\)

2.15\(\times 10^{-13}\)

2.23\(\times 10^{-13}\)

9.99\(\times 10^{-8}\)

1\(\times 10^{-14}\)

44

2

3

1.851\(\times 10^{-13}\)

1.345\(\times 10^{-13}\)

1.19\(\times 10^{-13}\)

1.90\(\times 10^{-13}\)

9.99\(\times 10^{-8}\)

1\(\times 10^{-14}\)

34

2

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