Multiplicative deconvolution in survival analysis under dependency
نویسندگان
چکیده
We study the non-parametric estimation of an unknown survival function S with support on R+ based a sample multiplicative measurement errors. The proposed fully-data driven procedure is Mellin transform and regularisation inverse by spectral cut-off. upcoming bias-variance trade-off dealt data-driven choice cut-off parameter. In order to discuss bias term, we consider Mellin-Sobolev spaces which characterize regularity through decay its transform. For analysis variance i.i.d. case incorporate dependent observations in form Bernoulli shift processes beta mixing sequences. Additionally, show minimax-optimality over estimator.
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ژورنال
عنوان ژورنال: Statistics
سال: 2022
ISSN: ['1029-4910', '0233-1888', '1026-7786']
DOI: https://doi.org/10.1080/02331888.2022.2058503