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Table 3 The range of parameter tuning

From: Effect of machine learning methods on predicting NSCLC overall survival time based on Radiomics analysis

Methods

Parameters

Range of Parameters

Cox

GB-Cox

Number of boosting steps

[1, 500]

GB-Cindex

Number of boosting steps

[1, 500]

Coxboost

Number of boosting steps

[1, 500]

BST

Minsplit

[1, 10]

Number of trees

[1, 500]

RFS

Average terminal node size of forest

[1, 10]

Number of trees

[1, 500]

SR

Assumed distribution

Weibull, Gaussian, Exponential

SVCR

Parameter of regularization

[0.01, 1]