Abstract
This paper deals with the problem of mathematical foundation for information block of cyber-physical system (CPS). CPS requires the involvement of a variety of information technologies. Their effectiveness is related to methods of data processing of contaminated data sets. The robust estimation means minimizing asymptotic bias of the estimates in the presence of contaminating observations. In the contrast to the approach of P. Huber and J. Tukey, where robustness is minimizing of the asymptotic variance of estimates, minimax asymptotic bias method is based on the maximum likelihood approach assuming an arbitrary contaminating distribution. Examples of this approach for the most common probability distributions and the ways of applying this approach are also given.
Original language | English |
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Article number | 012158 |
Journal | Journal of Physics: Conference Series |
Volume | 1425 |
Issue number | 1 |
DOIs | |
Publication status | Published - 8 Jan 2020 |
Externally published | Yes |
Event | International Scientific Conference on Modelling and Methods of Structural Analysis 2019, MMSA 2019 - Moscow, Russian Federation Duration: 13 Nov 2019 → 15 Nov 2019 |