Journal of Big Data

Table 17 Average F-measure of SVM classification on the uniformly created artificial datasets

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

Dataset	Original data	Proposed
synthetic_data_IR = 1	0.98 ± 0.050	0.98 ± 0.050
synthetic_data_IR = 5	0.91 ± 0.243	0.93 ± 0.219
synthetic_data_IR = 10	0.95 ± 0.135	0.95 ± 0.127
synthetic_data_IR = 20	0.87 ± 0.258	0.88 ± 0.260

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