Conference record/Conference record - Asilomar Conference on Signals, Systems, & Computers · 2007 · 49 citations · 14 references
Natural SciencesBiostatisticsAcousticsSeismologySensor FusionAcoustic SensingAcoustic SensorsAcoustic Signal ProcessingInferential StatisticsSignal Detection TheorySignal ProcessingCanonical Correlation AnalysisCopula DistributionsCopula EstimationCopula ModelsCopula-based Dependence ModelingElliptical CopulasLikelihood Ratio EvaluationLikelihood Ratio Testing
In this work, we present a copula-based framework for integrating signals of different but statistically correlated modalities for binary hypothesis testing problems. Specifically, we consider the problem of detecting the presence of a human using footstep signals from seismic and acoustic sensors. An approach based on canonical correlation analysis and copula theory is employed to establish a likelihood ratio test. Experimental results based on real data are presented.
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Correlations and Copulas for Decision and Risk Analysis
Robert T. Clemen, Terence Reilly · Management Science · 1999 · 348 citations