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This paper develops cost-sensitive margin distribution learning and proposes Large Cost-Sensitive margin Distribution Machine (LCSDM) to get balanced detection rate on imbalanced training data. Recently, margin theory revealed that compared with a single margin, margin distribution is more critical to the generalization performance. Large margin Distribution Machine (LDM) is designed to get superior...
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