Research Article

Discrimination of Melanoma Using Laser-Induced Breakdown Spectroscopy Conducted on Human Tissue Samples

Table 2

Optimal accuracy of different models along with suitable preprocessing methods.

ModelsInput dataAccuracy (%)Suitable preprocessing

ANN10 lines100Auto
27 lines100Mean
All lines98Norm

PLS-DA10 lines100Auto, mean, SNV
27 lines100Mean, norm, SNV
All lines100Mean, norm, SNV

LDA10 lines98Auto
27 lines98Norm
All lines96Auto

QDA10 lines94Auto, norm
27 lines98Auto
All lines96Auto