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. Author manuscript; available in PMC: 2019 Apr 1.
Published in final edited form as: Radiat Res. 2018 Jan 19;189(4):337–344. doi: 10.1667/RR14862.1

TABLE 3.

Performance of Seven Classifier Algorithms Using Greedy Pairs Gene Selection with Separate Training and Test Sets

Percentage correct classification
Training set Test set CCPa LDA 1-NN 3-NN NC SVM BCCP
WT Atm−/− 73 64 64 73 73 64 73
SCID 100 100 90 100 90 90 100
Atm−/− WT 100 100 91 91 100 91 91
SCID 90 90 80 80 90 80 80
SCID WT 100 100 100 100 100 100 100
Atm−/− 100 100 100 100 100 100 100
Mixeda WT 100 100 100 100 100 100 100
Atm−/− 100 100 100 100 100 100 100
SCID 100 100 100 100 100 100 100

Notes. CCP = compound covariate predictor; LDA = linear discriminant analysis; 1-NN = 1-nearest neighbor. 3-NN = 3-nearest neighbors; NC = nearest centroid; SVM = support vector machines; BCCP = Bayesian compound covariate predictor.

a

The mixed training set used two irradiated and two control samples from each genotype.