Empirical and multiplier bootstraps for suprema of empirical processes of increasing complexity, and related Gaussian couplings
We derive strong approximations to the supremum of the non-centered empirical process indexed by a possibly unbounded VC-type class of functions by the suprema of the Gaussian and bootstrap processes. The bounds of these approximations are non-asymptotic, which allows us to work with classes of func...
| Main Authors: | , , |
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| Other Authors: | |
| Format: | Article |
| Language: | English |
| Published: |
Elsevier BV,
2018-12-11T15:52:38Z.
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| Subjects: | |
| Online Access: | Get fulltext |