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Table 11 Comparison of the prediction accuracy of TL and SuperPred for the first level ATC codes

From: Predicting anatomic therapeutic chemical classification codes using tiered learning

Accuracy of 1 nd level ATC Code Prediction

Initialization method

Supervised learning

ChEMBL (Perfect 1st level)

Prediction method

A(1)

(N(1))

A(1)

MLP

54.41%

(54.41%)

100%

Naive Bayes

33.82%

(33.82%)

100%

Random Forest

52.45%

(52.45%)

100%

SVM

55.39%

(55.39%)

100%

SuperPred Prediction Results

42.16%

(42.16%)

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  1. Results are for the reduced test set. The highest numerical accuracies are highlighted in bold