Research Article

[Retracted] Prediction of Multidrug-Resistant Tuberculosis Using Machine Learning Algorithms in SWAT, Pakistan

Table 4

Results based on feature selection using logistic regression algorithm.

FeaturesAlgorithmAccuracySensitivitySpecificity

5Logistic0.69140.77920.5707
k-NN0.66060.70040.6102
Tree0.63570.6980.5512
R-forest0.66750.65870.6862
SVM0.67570.71820.622
NN0.68260.6880.59

10Logistic0.69260.74490.6212
k-NN0.67770.71710.6275
Tree0.62190.70250.5122
R-forest0.69030.68880.6967
SVM0.70050.77060.605
NN0.67770.66950.5902

15Logistic0.68750.72690.6351
k-NN0.65570.68110.6252
Tree0.62050.73530.4599
R-forest0.70090.70220.7036
SVM0.70240.78290.5929
NN0.68460.6660.5893

20Logistic0.67580.71130.6288
k-NN0.66050.70170.6082
Tree0.61510.76320.4104
R-forest0.70210.72810.6698
SVM0.69730.80350.5531
NN0.66950.66660.5876

25Logistic0.65520.67420.6308
k-NN0.64030.70530.5545
Tree0.610.75250.4132
R-forest0.71250.74270.6735
SVM0.69520.80410.5463
NN0.67210.65620.5895

30Logistic0.64270.64130.6469
k-NN0.63030.71350.5177
Tree0.6140.75560.4165
R-forest0.70250.74350.6477
SVM0.68030.8090.504
NN0.66090.64780.588