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Table 2 Feature importance

From: Prediction of pathologic stage in non-small cell lung cancer using machine learning algorithm based on CT image feature analysis

Feature

Importance

wavelet-HHH_firstorder_RootMeanSquared

0.007136

log-sigma-2-0-mm-3D_firstorder_RootMeanSquared

0.006829

wavelet-HHL_glcm_InverseVariance

0.006782

wavelet-HHL_glcm_Idn

0.006155

wavelet-HHL_firstorder_Variance

0.005531

wavelet-HHL_glszm_SmallAreaHighGrayLevelEmphasis

0.00533

wavelet-HHL_glcm_InverseVariance

0.005291

wavelet-HHL_glcm_Imc1

0.005072

wavelet-HHL_glrlm_LongRunLowGrayLevelEmphasis

0.005063

wavelet-HHL_glcm_Idmn

0.004948

wavelet-HHL_glrlm_GrayLevelVariance

0.004713

wavelet-HHL_glszm_LargeAreaLowGrayLevelEmphasis

0.004235

wavelet-HHL_glcm_Idm

0.004189

wavelet-HHL_glrlm_ShortRunHighGrayLevelEmphasis

0.004122

wavelet-LLL_glrlm_LongRunHighGrayLevelEmphasis

0.003965

wavelet-HLH_glcm_JointEnergy

0.003955

wavelet-HHL_gldm_LargeDependenceEmphasis

0.003925

original_glszm_ZoneVariance

0.003886

log-sigma-2-0-mm-3D_glcm_ClusterProminence

0.003725

wavelet-HHL_firstorder_Median

0.003717

wavelet-HHL_gldm_SmallDependenceHighGrayLevelEmphasis

0.003683

wavelet-HHL_glrlm_LongRunHighGrayLevelEmphasis

0.003615

wavelet-HHL_glcm_DifferenceVariance

0.003579

log-sigma-4-0-mm-3D_glszm_GrayLevelNonUniformity

0.003525

wavelet-LLH_firstorder_RootMeanSquared

0.003449

wavelet-LLL_glszm_SizeZoneNonUniformityNormalized

0.003391

wavelet-HLL_glszm_GrayLevelVariance

0.003327

log-sigma-4-0-mm-3D_glrlm_ShortRunEmphasis

0.003289