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Table 5 Performance of MICA-SVM, PLS-REG, NR-LLD, and RPLS-LLD

From: A high performance profile-biomarker diagnosis for mass spectral profiles

Algorithms MICA-SVM PLS-REG NR-LLD RPLS-LLD
Data Average classification rates under the 100 trials of 50% HOCV (%)
Colorectal 99.05±01.82 96.64±02.19 97.02±01.78 96.23±02.32
HCC 99.07±01.03 94.60±02.12 91.09±02.65 94.40±02.19
Ovarian-qaqc 99.09±01.09 95.44±02.00 98.18±01.52 96.68±02.00
Prostate 99.36±00.99 98.32±01.43 96.74±01.97 98.32±01.47
Cirrhotic 99.52±00.85 91.36±03.44 89.82±03.50 92.84±02.36
Three-class 97.37±01.20 68.51±04.82 84.04±03.66 85.23±03.31
Data Average classification rates under10-fold CV (%)
Colorectal 100.0±00.00 94.53±08.80 98.09±04.03 97.18±06.25
HCC 99.33±02.11 92.70±07.26 93.32±07.26 93.37±06.29
Ovarian-qaqc 99.52±01.51 98.64±04.31 98.18±03.18 98.16±02.38
Prostate 100.0±00.00 99.32±02.43 96.26±05.19 99.29±02.26
Cirrhotic 100.0±00.00 95.06±07.00 89.36±09.60 94.36±06.62
Three-class 98.52±03.35 77.11±08.23 85.99±08.17 88.64±06.83