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Table 1 Quality parameters for spectral classification based on different regions. The predictive performance of PCA-LDA towards the external test set was relatively poor. However, SVM performed well in training and test sets, indicating that knotweed leaf samples can be differentiated by region based on their IR spectral profile

From: Regional differences in clonal Japanese knotweed revealed by chemometrics-linked attenuated total reflection Fourier-transform infrared spectroscopy

Algorithm

Class

Accuracy

Sensitivity

Specificity

PCA-LDA

North East England

63%

30%

96%

 

North West England

62%

37%

87%

 

West Scotland

67%

88%

47%

SVM

North East England

100%

100%

100%

 

North West England

98%

95%

100%

 

West Scotland

98%

100%

97%