Browsing by Subject "spatio-temporal statistics"
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Scalable Filtering Methods For High-Dimensional Spatio-Temporal Data
(2020-06-18)We propose a family of filtering methods for deriving the filtering distribution in the context of a high-dimensional state-space model. In the first chapter, we develop and describe in detail the basic method, which can ... -
Statistical Methods for Large Spatial and Spatio-temporal Datasets
(2015-08-10)Classical statistical models encounter the computational bottleneck for large spatial/spatio-temporal datasets. This dissertation contains three articles describing computationally efficient approximation methods for ...