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- W2003150041 abstract "We consider the problem of estimating a density function based on aggregated data where the data group sizes may differ from each other. The reconstruction of the target density can be regarded as a nonlinear statistical inverse problem. We introduce some estimation procedures which are capable to use the observations from all groups by some nonstandard deconvolution techniques. General consistency and rate-optimality under common smoothness constraints are developed. We give some numerical simulations and a data-driven bandwidth selector." @default.
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- W2003150041 date "2009-06-01" @default.
- W2003150041 modified "2023-09-26" @default.
- W2003150041 title "Consistent and rate-optimal density estimation from heteroscedastic data groups" @default.
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- W2003150041 doi "https://doi.org/10.1016/j.jspi.2008.08.019" @default.
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