PreprintCC BY 4.0arXiv
Estimation with Quantized Parameter Side-Information
Abstract
This paper presents upper and lower bounds on the minimax risk of a parameter estimation problem where the estimator not only observes independent and identically distributed observations but also a quantized version of the parameter, where the quantization has a limitation on the number of levels, but can be optimized otherwise. Our upper and lower bounds have similar decay rates for large number of observation samples and quantization levels.
Versions
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BibTeX
@misc{wetterwald2026estimation,
title = {{Estimation with Quantized Parameter Side-Information}},
author = {Mathis Wetterwald and Ofer Shayevitz and Michèle Wigger},
howpublished = {arXiv},
year = {2026},
month = oct,
doi = {10.48550/arxiv.2610.11960},
eprint = {2610.11960},
archivePrefix = {arXiv},
url = {https://arxiv.org/abs/2610.11960},
note = {CC BY 4.0},
}
RIS
TY - UNPB
TI - Estimation with Quantized Parameter Side-Information
AU - Mathis Wetterwald
AU - Ofer Shayevitz
AU - Michèle Wigger
PY - 2026
DA - 2026/10/08
PB - arXiv
DO - 10.48550/arxiv.2610.11960
UR - https://arxiv.org/abs/2610.11960
AB - This paper presents upper and lower bounds on the minimax risk of a parameter estimation problem where the estimator not only observes independent and identically distributed observations but also a quantized version of the parameter, where the quantization has a limitation on the number of levels, but can be optimized otherwise. Our upper and lower bounds have similar decay rates for large number of observation samples and quantization levels.
ER -