Independence test for high dimensional data based on regularized canonical correlation coefficients

This paper proposes a new statistic to test independence between two high dimensional random vectors X:p1×1 and Y:p2×1. The proposed statistic is based on the sum of regularized sample canonical correlation coefficients of X and Y. The asymptotic distribution of the statistic under the null hypothes...

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Main Authors: Yang, Yanrong, Pan, Guangming
其他作者: School of Physical and Mathematical Sciences
格式: Article
語言:English
出版: 2015
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在線閱讀:https://hdl.handle.net/10356/107196
http://hdl.handle.net/10220/25381
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機構: Nanyang Technological University
語言: English