Research Article

The Exploration of Peptide Biomarkers in Malignant Pleural Effusion of Lung Cancer Using Matrix-Assisted Laser Desorption/Ionization Time-of-Flight Mass Spectrometry

Table 3

The results of three statistical algorithms in ClinProTools software of training set.

Model nameAlgorithmsCross-validationRecognition capability

GA-3GA77.09%93.75%
GA-5GA76.07%96.35%
GA-7GA78.29%95.83%
SNNSNN81.06%98.44%
QCQC80.17%93.75%

GA: genetic algorithm. GA-3: number of neighbors is 3; GA-5: number of neighbors is 5; GA-7: number of neighbors is 7.
SNN: supervised neural network;
QC: quick classifier algorithm.