Table 3 Simulation parameters used in various models.

From: Gaussian mixture model for enhancing the quality of transmission estimation in optical networks: a machine learning approach

Method

Parameter

Value

Logistic regression

Maximum iteration

1000

Random Forest

No. of estimators

100

Gradient-boosted trees

No. of estimators

100

Multi layer perceptron

Hidden layer sizes

(10,5)

 

Maximum iteration

500

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