Table 2 Hyper-parameters and run time of developed models.

From: Compositional modeling of gas-condensate viscosity using ensemble approach

Model

Hyper-parameters

Run time (min)

Ensemble methods

SVR + K-NN

C = 200, \(\varepsilon = 0.00001\)

K-neighbours = 2

3

SVR

C = 200, \(\varepsilon = 0.00001\)

5

K-NN

K-neighbours = 2

2

MLP-LM

Transfer function = Tansig-Tansig

Number of neurons = 10,12

80

MLP-BR

Transfer function = Tansig-Tansig

Number of neurons = 10,12

55

RBF

Max neuron = 300

Spread = 1.5

15