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Table 3 List of SDB severity group discriminators

From: Detection of sleep disordered breathing severity using acoustic biomarker and machine learning techniques

 

Raw features

First derivatives

Normal group discriminator

 Mean

Compactness, FLEW, RDF, AMoM of LCQT 2,7-9

 Standard deviation

Compactness, MFCC 0,3-11, LPC 6-7, AMoM of MFCC 0-1,4,6, AMoM of LCQT 0,2,4,7-9, AMoM of CQ-MFCC 2,4,7, sb 1-8, A weighted, C weighted, L weighted, peak DB, peak DBA, peak DBC

Compactness, FLEW, MFCC 0,2-3,5-12

 Minimum

sb6, sb8

Mild group discriminator

 Mean

 Standard deviation

Moderate group discriminator

 Mean

 Standard deviation

FLEW, MFCC 1

ZC, SF-ZC, MFCC 1, LPC 2,5

Severe group discriminator

 Mean

SF, MM 0, AMoM 0,3,7, AMoM of MFCC 3, AMoM of LCQT 2-3,7-9, AMoM of CQ-MFCC 3,5,9

 

 Standard deviation

SF, SV, RMS, ZC, SF-ZC, SF-FFT, LPC 1, MM 0, RDF, AMoM 1,3,6-8, AMoM of MFCC 0,1,3,4,6, AMoM of LCQT 0-4, 6-9, AMoM of CQ-MFCC 1-4,6,7, A_weighted, C_weighted, L_weighted, peak_DB, peak_DBA, peak_DBC

SF, SV, RMS, SF-FFT, LPC 1,7, MM 0,2, RDF

  1. Abbreviations of features are listed on Table 1