Weyl eigenvalue asymptotics and sharp adaptation on vector bundles
This paper examines the estimation of an indirect signal embedded in white noise on vector bundles. It is found that the sharp asymptotic minimax bound is determined by the degree to which the indirect signal is embedded in the linear operator. Thus when the linear operator has polynomial decay, recovery of the signal is polynomial where the exact minimax constant and rate are determined. Adaptive sharp estimation is carried out using a blockwise shrinkage estimator. Application to the spherical deconvolution problem for the polynomially bounded case is made.
Year of publication: |
2009
|
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Authors: | Kim, Peter T. ; Koo, Ja-Yong ; Luo, Zhi-Ming |
Published in: |
Journal of Multivariate Analysis. - Elsevier, ISSN 0047-259X. - Vol. 100.2009, 9, p. 1962-1978
|
Publisher: |
Elsevier |
Keywords: | Eigenstructure Laplacian Pinsker-Weyl bound Riemannian geometry Sobolev ellipsoid Spectral geometry Weyl constant |
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