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This paper presents a median–mean line based discriminant analysis (MMLDA) technique for dimensionality reduction. Taking the negative effect on the class-mean caused by outliers into account, MMLDA introduces the median–mean line (MML) as an adaptive class-prototype. Based on the MML, the point-to-MML distance is designed and used as the measure metric to characterize the within-class median–mean...
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