METHODS OF L1 ESTIMATION OF A COVARIANCE-MATRIX

METHODS OF L1 ESTIMATION OF A COVARIANCE-MATRIX
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DOI:
10.1016/0167-9473(87)90054-5
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发表时间:
1987-09-01
影响因子:
1.8
通讯作者:
HAWKINS, DM
HAWKINS, DM
中科院分区:
数学3区
文献类型:
--
作者:
GALPIN, JS;HAWKINS, DM

文献摘要

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利用协方差矩阵的谱分解及其主成分估计之间的经典关系,基于L1公式,从主成分的稳健估计中获得稳健协方差矩阵估计.这些估计的性能进行了研究,使用一些有问题的数据集在文献中讨论。
The classical relationship between the spectral decomposition of a covariance matrix and the estimation of its principal components is utilized in obtaining robust covariance matrix estimates from robust estimates of the principal components, based on L 1 formulations. The performance of these estimates is studied using some problematical data sets discussed in the literature.