Table 13 Runtime and memory usage comparison (Phoneme Dataset).

From: Optimizing imbalanced learning with genetic algorithm

Method

Runtime (s)

Peak memory (MB)

SMOTE

4.1

84

ADASYN

4.4

96

GAN

5.6

106

VAE

7.4

112

GA (SGA)

12.3

147

Elitist GA (EGA)

12.9

155

SVM-based GA (SVMGA)

16.7

186

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