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Table 7 The processing time details for our proposed method (FE: Feature engineering using complex network analysis)

From: CNFE-SE: a novel approach combining complex network-based feature engineering and stacked ensemble to predict the success of intrauterine insemination and ranking the features

Feature set

Model

Time for training (.sec)

Time for applying on one test data record (.sec)

All 296 features

CNFE-SE without FE

1751.62

21.47

All 296 features

CNFE-SE with FE

1902.88

28.13

top 20 features

CNFE-SE without FE

619.63

8.05

Top 20 features

CNFE-SE with FE

744.92

11.26