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sickit learn

Scikit-learn: Machine Learning in Python, Pedregosa et al., JMLR 12, pp. 2825-2830, 2011.

imbalanced-learn

pip install -U imbalanced-learn

Times

Required time for training SVMs

Python (Scikit-learn)

Configuration Feature Size Time (seconds) with prob Time (seconds) no prob
RR_normRR 8 590.91 133.50 sec / (maxRR) 92.88
Wavelets 21 1503.19 193.01 sec
HOS_myMoprh 15 1004.50 158.19 sec
RR_Wav_HOS_myMorph 44 264.69 sec

MATLAB (LibSVM) without -b option

Configuration Feature Size -b = True Time (seconds) Time (seconds)
RR_normRR 8 117.4789
Wavelets 21 282.001
HOS_myMoprh 15 226.9948

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