Let ???? and ???? be the MCD estimators of location and scatter, which minimize the scale ????(d1,
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Let ????̂ and ????̂ be the MCD estimators of location and scatter, which minimize the scale ????̂(d1, ...dn) = ∑h i=1 d(i). For each subsample A = {xi1
, .., , xih
} of size h call xA and CA the sample mean and covariance matrix corresponding to A. Let A∗ be a subsample of size h that minimizes |CA|. Show that A∗ is the set of observations corresponding to the h smallest values d(xi, ????̂, ????̂), and that
????̂ = xA∗ and ????̂ = |CA∗ |
−1∕pCA∗ .
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Related Book For
Robust Statistics Theory And Methods
ISBN: 9781119214687
2nd Edition
Authors: Ricardo A. Maronna, R. Douglas Martin, Victor J. Yohai, Matías Salibián-Barrera
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