A multi-manifold learning based instance weighting and under-sampling for imbalanced data classification problems

Feizi, Tayyebe; Moattar, Mohammad Hossein; Tabatabaee, Hamid

doi:10.1186/s40537-023-00832-2

Journal of Big Data

Table 11 The average recall of different under-sampling methods

From: A multi-manifold learning based instance weighting and under-sampling for imbalanced data classification problems

Dataset	Original	RUS	NCL [28]	OSS [27]	CNN [34]	ENN [35]	CBU [31]	PUMD [13]	Proposed
ecoli1	0.72 (9)	0.82 (4)	0.79 (5)	0.78 (6)	0.77 (7)	0.73 (8)	0.83 (3)	0.89 (2)	0.98 ± 0.050 (1)
ecoli2	0.65 (6)	0.62 (7)	0.66 (4)	0.66 (4)	0.62 (7)	0.61 (9)	0.76 (3)	0.83 (2)	0.95 ± 0.111 (1)
ecoli3	0.50 (8)	0.72 (4)	0.56 (6)	0.43 (9)	0.51 (7)	0.58 (5)	0.77 (3)	0.86 (2)	0.95 ± 0.100 (1)
ecoli4	0.67 (6)	0.68 (4)	0.64 (7)	0.64 (7)	0.68 (4)	0.64 (7)	0.82 (3)	0.90 (2)	0.95 ± 0.150 (1)
ecoli0147vs56	0.67 (7)	0.79 (3)	0.70 (6)	0.71 (5)	0.73 (4)	0.65 (8)	0.83 (2)	0.83 (2)	0.88 ± 0.183 (1)
ecoli034_5	0.68 (7)	0.77 (3)	0.73 (5)	0.73 (5)	0.68 (7)	0.68 (7)	0.82 (2)	0.77 (3)	0.90 ± 0.200 (1)
ecoli0147_2356	0.50 (8)	0.79 (3)	0.55 (5)	0.55 (5)	0.50 (8)	0.52 (7)	0.79 (3)	0.87 (1)	0.82 ± 0.240 (2)
glass0	0.43 (9)	0.78 (3)	0.61 (5)	0.57 (6)	0.46 (8)	0.57 (6)	0.78 (3)	0.83 (2)	0.89 ± 0.124 (1)
glass0123456	0.75 (4)	0.57 (9)	0.73 (5)	0.68 (8)	0.73 (5)	0.71 (7)	0.76 (3)	0.87 (2)	0.98 ± 0.060 (1)
kddcup-buffer_overflow_vs_back	0.67 (5)	0.85 (3)	0.61 (8)	0.67 (5)	0.64 (7)	0.64 (7)	0.82 (4)	0.90 (2)	1 ± 0 (1)
new-thyroid1	0.74 (7)	0.80 (5)	0.71 (8)	0.78 (6)	0.86 (3)	0.67 (9)	0.86 (3)	0.87 (2)	1 ± 0 (1)
page-blocks-1-3_vs_4	0.74 (9)	0.91 (3)	0.77 (8)	0.85 (5)	0.85 (5)	0.79 (7)	0.91 (3)	0.90 (2)	1 ± 0 (1)
Pima	0.51 (9)	0.63 (3)	0.58 (6)	0.61 (5)	0.52 (8)	0.54 (7)	0.63 (3)	0.86 (1)	0.78 ± 0.160 (2)
segment0	0.88 (7)	0.88 (7)	0.87 (7)	0.87 (7)	0.86 (9)	0.88 (4)	0.90 (2)	0.89 (3)	0.99 ± 0.027 (1)
shuttle_2_vs_5	0.91 (2)	0.89 (9)	0.91 (2)	0.91 (2)	0.91 (2)	0.91 (2)	0.91 (2)	0.90 (3)	1 ± 0 (1)
vehicle2–1	0.70 (7)	0.85 (2)	0.70 (7)	0.70 (7)	0.73 (4)	0.72 (5)	0.84 (3)	0.71 (6)	0.98 ± 0.022 (1)
vowel0	0.83 (5)	0.89 (3)	0.79 (9)	0.81 (7)	0.83 (5)	0.81 (7)	0.89 (3)	0.90 (2)	0.99 ± 0.033 (1)
wisconsin	0.83 (9)	0.85 (7)	0.84 (8)	0.88 (4)	0.89 (3)	0.88 (4)	0.87 (6)	0.90 (2)	0.98 ± 0.028 (1)
Average Ratings	6.83 (9)	4.56 (4)	6.28 (7)	5.83 (5)	5.89 (6)	6.61 (8)	3.28 (3)	2.27 (2)	1.11 (1)
Average Recall	0.69 (9)	0.78 (4)	0.71 (5)	0.71 (5)	0.71 (5)	0.70 (8)	0.82 (3)	0.86 (2)	0.95 (1)

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