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http://hdl.handle.net/10397/108948
| Title: | Asymptotic behaviors and confidence intervals for the number of operating sensors in a sensor network | Authors: | Gao, M Yiu, KFC |
Issue Date: | Jan-2023 | Source: | IEEE transactions on information theory, Jan. 2023, v. 69, no. 1, p. 548-560 | Abstract: | In this paper, we study asymptotic behaviors of an estimator of the number of operating sensors in a sensor network based on the Good-Turing estimator. The asymptotic normality, some moderate deviations and deviation inequalities of the estimator are obtained. Our approach is based on the tail probability estimates and moderate deviations for occupancy problems. Applying these asymptotic behaviors, we give a performance analysis for the estimator of the number N of operating nodes when the deviations of the estimator are in (√N , o(N )). These estimates also provide a method to build confidence interval of N. | Keywords: | Asymptotic behavior Asymptotic normality Confidence interval Good-turing estimator Moderate deviation Sensor network |
Publisher: | Institute of Electrical and Electronics Engineers | Journal: | IEEE transactions on information theory | ISSN: | 0018-9448 | EISSN: | 1557-9654 | DOI: | 10.1109/TIT.2022.3222617 | Rights: | © 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The following publication M. Gao and K. -F. C. Yiu, "Asymptotic Behaviors and Confidence Intervals for the Number of Operating Sensors in a Sensor Network," in IEEE Transactions on Information Theory, vol. 69, no. 1, pp. 548-560, Jan. 2023 is available at https://doi.org/10.1109/TIT.2022.3222617. |
| Appears in Collections: | Journal/Magazine Article |
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| Gao_Asymptotic_Behaviors_Confidence.pdf | Pre-Published version | 906.15 kB | Adobe PDF | View/Open |
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