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A theoretical note on optimal sufficient dimension reduction with singularity

초록/요약

In this paper, we discuss an optimal sufficient dimension reduction through minimizing a quadratic objective function proposed by Cook and Ni (2005) with singular inner-product matrix. Within a less restrictive class of inner-product matrices, a generalized inverse of the consistent estimator of the asymptotic covariance matrix gives us the benefit of chi(2) statistic and asymptotic efficiency within a subclass. (C) 2015 Elsevier B.V. All rights reserved.

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