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Published at November 26

Enhancing Imbalance Learning: A Novel Slack-Factor Fuzzy SVM Approach

cs.LG

Released Date: November 26, 2024

Authors: M. Tanveer¹, Anushka Tiwari¹, Mushir Akhtar¹, C. T. Lin

Aff.: ¹Not specified

Arxiv: http://arxiv.org/abs/2411.17128v1

Refer to caption

	DEC [21]	FSVMCIL_exp [23]	FSVMCIL_lin [23]	CKAFSVM [26]	MWMOTE [31]	PFSMOTE [29]	SMOTETL [30]	HUE [25]	CNB [27]	SFFSVM [24]	SMOTE-SVM [28]	ISFFSVM
Average F1-score	73.85	73.6	73.34	73.02	72.53	73.43	71.8	72.83	58.42	79.13	77.68	80.14
Average MCC	66.8	66.08	65.71	66.27	64.44	66.15	63.62	64.89	45.97	68.52	69.01	69.68
Average AUC-PR	78.34	78.29	78.32	78.75	75.59	77.18	75.01	79.43	57.25	82.27	81.80	83.38