Table 3.

BAR of the pattern Recognition Techniques Obtained Using Metabolite Profiles and Complete Spectra as the Classifier Input at all bSMOTE Oversampling Rates.

	Original	0.5	1	1.5	2
AdaBoostM1‐NB
Spectra	0.56	0.82	0.80	0.82	0.80
Metabolite	0.70	0.76	0.82	0.90	0.89
AdaBoostM1‐SVM
Spectra	0.67	0.83	0.87	0.90	0.86
Metabolite	0.76	0.78	0.88	0.90	0.93
AdaBoostM1‐NN
Spectra	0.63	0.84	0.79	0.83	0.82
Metabolite	0.78	0.83	0.93	0.92	0.92
AdaBoostM1‐LDA
Spectra	0.58	0.70	0.76	0.80	0.80
Metabolite	0.82	0.79	0.86	0.93	0.91
Random forests
Spectra	0.73	0.79	0.75	0.84	0.80
Metabolite	0.72	0.76	0.82	0.85	0.90