Journal of Big Data

Table 19 Average F-measure of CART 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	0.97 ± 0.068	0.97 ± 0.056
synthetic_data_IR = 5	0.91 ± 0.185	0.91 ± 0.184
synthetic_data_IR = 10	0.90 ± 0.217	0.90 ± 0.217
synthetic_data_IR = 20	0.85 ± 0.302	0.85 ± 0.302

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