Prediction and fault detection of environmental signals with uncharacterised faults

Many signals of interest are corrupted by faults of an unknown type. We propose an approach that uses Gaussian processes and a general "fault bucket" to capture a priori uncharacterised faults, along with an approximate method for marginalising the potential faultiness of all observations....

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Detalles Bibliográficos
Main Authors: Osborne, M, Garnett, R, Swersky, K, De Freitas, N
Formato: Journal article
Idioma:English
Publicado: 2012