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 13 The average F measure 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	0.73 (9)	0.82 (3)	0.81 (4)	0.77 (6)	0.76 (7)	0.75 (8)	0.79 (5)	0.89 (1)	0.85 ± 0.152 (2)
ecoli2	0.70 (6)	0.71 (5)	0.72 (4)	0.69 (8)	0.66 (9)	0.70 (6)	0.80 (3)	0.86 (2)	0.91 ± 0.105 (1)
ecoli3	0.54 (4)	0.70 (3)	0.54 (4)	0.46 (8)	0.54 (4)	0.53 (7)	0.72 (2)	0.86 (1)	0.86 ± 0.195 (1)
ecoli4	0.70 (5)	0.69 (6)	0.66 (8)	0.64 (9)	0.73 (4)	0.67 (7)	0.83 (3)	0.90 (2)	0.92 ± 0.170 (1)
ecoli0147vs56	0.72 (8)	0.77 (4)	0.74 (6)	0.75 (5)	0.74 (6)	0.70 (9)	0.80 (3)	0.86 (2)	0.89 ± 0.119 (1)
ecoli034_5	0.72 (9)	0.77 (4)	0.76 (5)	0.76 (5)	0.73 (7)	0.73 (7)	0.80 (3)	0.81 (2)	0.88 ± 0.151 (1)
ecoli0147_2356	0.56 (9)	0.75 (3)	0.60 (5)	0.60 (5)	0.57 (8)	0.59 (7)	0.75 (3)	0.89 (1)	0.81 ± 0.159 (2)
glass0	0.46 (9)	0.72 (3)	0.60 (5)	0.57 (6)	0.47 (8)	0.57 (6)	0.72 (3)	0.82 (1)	0.79 ± 0.116 (2)
glass0123456	0.75 (6)	0.57 (9)	0.77 (4)	0.73 (8)	0.76 (5)	0.74 (7)	0.78 (3)	0.88 (2)	0.92 ± 0.153 (1)
kddcup-buffer_overflow_vs_back	0.24 (9)	0.86 (3)	0.68 (8)	0.71 (7)	0.75 (5)	0.74 (6)	0.84 (4)	0.90 (2)	1 ± 0 (1)
new-thyroid1	0.73 (7)	0.79 (5)	0.72 (9)	0.76 (6)	0.85 (3)	0.73 (7)	0.82 (4)	0.84 (2)	0.98 ± 0.075 (1)
page-blocks-1-3_vs_4	0.79 (9)	0.87 (5)	0.80 (8)	0.86 (7)	0.87 (5)	0.88 (3)	0.88 (3)	0.90 (2)	096 ± 0.080 (1)
Pima	0.56 (9)	0.65 (3)	0.63 (6)	0.66 (2)	0.57 (8)	0.59 (7)	0.65 (3)	0.80 (1)	0.65 ± 0.067 (3)
segment0	0.88 (3)	0.88 (3)	0.87 (7)	0.88 (3)	0.87 (7)	0.88 (3)	0.89 (2)	0.89 (2)	0.98 ± 0.017 (1)
shuttle_2_vs_5	0.91 (2)	0.91 (2)	0.91 (2)	0.91 (2)	0.91 (2)	0.91 (2)	0.90 (3)	0.90 (3)	1 ± 0 (1)
vehicle2–1	0.71 (6)	0.82 (3)	0.71 (6)	0.71 (6)	0.74 (4)	0.72 (5)	0.83 (2)	0.72 (5)	0.97 ± 0.030 (1)
vowel0	0.81 (6)	0.87 (3)	0.79 (8)	0.83 (4)	0.82 (5)	0.80 (7)	0.89 (2)	0.90 (1)	0.90 ± 0.104 (1)
Wisconsin	0.84 (8)	0.85 (7)	0.85 (7)	0.86 (4)	0.88 (3)	0.86 (4)	0.86 (4)	0.90 (2)	0.97 ± 0.050 (1)
Average Ratings	7.17 (9)	4.39 (4)	6.17 (7)	5.89 (6)	5.83 (5)	6.28 (8)	3.33 (3)	1.77 (2)	1.27 (1)
Average F-measure	0.69 (9)	0.78 (4)	0.73 (5)	0.73 (5)	0.73 (5)	0.73 (5)	0.81 (3)	0.86 (2)	0.90 (1)

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