Gaussian processes for time-series modelling


Resource history | v1 (current) | created by janarez

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Gaussian processes for time-series modelling

| created by janarez | Add topic "Gaussian process"
Title
Gaussian processes for time-series modelling
Type
Paper
Created
2013-02-13
Description
In this paper, we offer a gentle introduction to Gaussian processes for time-series data analysis. The conceptual framework of Bayesian modelling for time-series data is discussed and the foundations of Bayesian non-parametric modelling presented for Gaussian processes. We discuss how domain knowledge influences design of the Gaussian process models and provide case examples to highlight the approaches.
Link
https://royalsocietypublishing.org/doi/10.1098/rsta.2011.0550
Identifier
ISSN: 1364-503X, 1471-2962

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