Estimation of the Second Moment Based on Rounded Data
- Autores: Samsonov S.V.1, Ushakov N.G.2, Ushakov V.G.3
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Afiliações:
- Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology
- Department of Mathematical Sciences, Norwegian University of Science and Technology
- Moscow State University
- Edição: Volume 237, Nº 6 (2019)
- Páginas: 819-825
- Seção: Article
- URL: https://ogarev-online.ru/1072-3374/article/view/242460
- DOI: https://doi.org/10.1007/s10958-019-04208-x
- ID: 242460
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Resumo
Sample moments are unbiased estimators of theoretical moments (if the latter exist). In practice, however, observations are rounded under registration, which leads to systematic errors. In [1–3] it was shown that random measurement errors can provide the reduction of rounding errors, when the expectation is estimated by the first sample moment. This gives a possibility to manage the rounding error of the result, if one can add some noise to observations before registration. Moreover, this error can be made arbitrarily small. Now we find conditions under which this takes place for the second moment.
Sobre autores
S. Samsonov
Center for Computational and Data-Intensive Science and Engineering, Skolkovo Institute of Science and Technology
Email: vgushakov@mail.ru
Rússia, Moscow
N. Ushakov
Department of Mathematical Sciences, Norwegian University of Science and Technology
Email: vgushakov@mail.ru
Noruega, Trondheim
V. Ushakov
Moscow State University
Autor responsável pela correspondência
Email: vgushakov@mail.ru
Rússia, Moscow
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