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Table 5 Model prediction accuracy for categorical fields

From: Lifelong Machine Learning and root cause analysis for large-scale cancer patient data

Algorithm

Precision

Recall

Accuracy

F1 Score

GaussianNB

0.10

0.17

0.17

0.13

Bernoulie NB

0.36

0.52

0.52

0.43

Decision Tree Classifier

0.45

0.50

0.50

0.47

SVM

0.76

0.71

0.71

0.73

Logistic Regression

0.34

0.48

0.48

0.40

Proposed MALAa

0.74

0.74

0.74

0.74

  1. aMALA is 4% greater than SVM, 29% greater that Bernoulie NB and more than 30% greater than all other algorithms