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Improved mean estimation and its application to diagonal discriminant analysis

Improved mean estimation and its application to diagonal discriminant analysis

Abstract Motivation: High-dimensional data such as microarrays have created new challenges to traditional statistical methods. One such example is on class prediction with high-dimension, low-sample size data. Due to the small sample size, the sample mean estimates are usually unreliable. As a consequence, the performance of the class prediction methods …