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Methods of L1 estimation of a covariance matrix Export

Computational Statistics & Data Analysis, Vol. 5, No. 4. (September 1987), pp. 305-319.

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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.


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