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Table 3 Average classification rates and the corresponding standard errors after data dimension reduction

From: A comparison of machine learning techniques for classification of HIV patients with antiretroviral therapy-induced mitochondrial toxicity from those without mitochondrial toxicity

 

Deoxyribose [10]

Ribose [4]

Ribose [2]

LDA

0.73 (0.05)

0.78 (0.03)

0.74 (0.03)

QDA

0.67 (0.04)

0.73 (0.03)

0.74 (0.02)

KNN

0.65 (0.05)

0.76 (0.03)

0.76 (0.04)

SVM

0.66 (0.05)

0.80 (0.02)

0.72 (0.04)

CART

0.65 (0.06)

0.83 (0.03)

0.83 (0.02)

ADA

0.70 (0.04)

0.83 (0.02)

0.83 (0.02)

RF

0.76 (0.04)

0.77 (0.03)

0.76 (0.04)

LOGIT

0.75 (0.05)

0.76 (0.03)

0.77 (0.03)