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Rao and Wald Tests for Nonhomogeneous Scenarios

In this paper, we focus on the design of adaptive receivers for nonhomogeneous scenarios. More precisely, at the design stage we assume a mismatch between the covariance matrix of the noise in the cell under test and that of secondary data. Under the above assumption, we show that the Wald test is t...

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Detalles Bibliográficos
Autores principales: Hao, Chengpeng, Orlando, Danilo, Hou, Chaohuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Molecular Diversity Preservation International (MDPI) 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3355437/
https://www.ncbi.nlm.nih.gov/pubmed/22666055
http://dx.doi.org/10.3390/s120404730
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author Hao, Chengpeng
Orlando, Danilo
Hou, Chaohuan
author_facet Hao, Chengpeng
Orlando, Danilo
Hou, Chaohuan
author_sort Hao, Chengpeng
collection PubMed
description In this paper, we focus on the design of adaptive receivers for nonhomogeneous scenarios. More precisely, at the design stage we assume a mismatch between the covariance matrix of the noise in the cell under test and that of secondary data. Under the above assumption, we show that the Wald test is the adaptive matched filter, while the Rao test coincides with the receiver obtained by using the Rao test design criterion in homogeneous environment, hence providing a theoretical explanation of the enhanced selectivity of this receiver.
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spelling pubmed-33554372012-06-04 Rao and Wald Tests for Nonhomogeneous Scenarios Hao, Chengpeng Orlando, Danilo Hou, Chaohuan Sensors (Basel) Article In this paper, we focus on the design of adaptive receivers for nonhomogeneous scenarios. More precisely, at the design stage we assume a mismatch between the covariance matrix of the noise in the cell under test and that of secondary data. Under the above assumption, we show that the Wald test is the adaptive matched filter, while the Rao test coincides with the receiver obtained by using the Rao test design criterion in homogeneous environment, hence providing a theoretical explanation of the enhanced selectivity of this receiver. Molecular Diversity Preservation International (MDPI) 2012-04-12 /pmc/articles/PMC3355437/ /pubmed/22666055 http://dx.doi.org/10.3390/s120404730 Text en © 2012 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
spellingShingle Article
Hao, Chengpeng
Orlando, Danilo
Hou, Chaohuan
Rao and Wald Tests for Nonhomogeneous Scenarios
title Rao and Wald Tests for Nonhomogeneous Scenarios
title_full Rao and Wald Tests for Nonhomogeneous Scenarios
title_fullStr Rao and Wald Tests for Nonhomogeneous Scenarios
title_full_unstemmed Rao and Wald Tests for Nonhomogeneous Scenarios
title_short Rao and Wald Tests for Nonhomogeneous Scenarios
title_sort rao and wald tests for nonhomogeneous scenarios
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3355437/
https://www.ncbi.nlm.nih.gov/pubmed/22666055
http://dx.doi.org/10.3390/s120404730
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