scholarly journals On nearest-neighbor Gaussian process models for massive spatial data

2016 ◽  
Vol 8 (5) ◽  
pp. 162-171 ◽  
Author(s):  
Abhirup Datta ◽  
Sudipto Banerjee ◽  
Andrew O. Finley ◽  
Alan E. Gelfand
Keyword(s):  
Gaussian Process ◽  
Spatial Data ◽  
Nearest Neighbor ◽  
Process Models ◽  
Gaussian Process Models ◽  
Massive Spatial Data

scholarly journals Hierarchical Nearest-Neighbor Gaussian Process Models for Large Geostatistical Datasets

2016 ◽  
Vol 111 (514) ◽  
pp. 800-812 ◽  
Author(s):  
Abhirup Datta ◽  
Sudipto Banerjee ◽  
Andrew O. Finley ◽  
Alan E. Gelfand
Keyword(s):  
Gaussian Process ◽  
Nearest Neighbor ◽  
Process Models ◽  
Gaussian Process Models

scholarly journals Nonseparable dynamic nearest neighbor Gaussian process models for large spatio-temporal data with an application to particulate matter analysis

2016 ◽  
Vol 10 (3) ◽  
pp. 1286-1316 ◽  
Author(s):  
Abhirup Datta ◽  
Sudipto Banerjee ◽  
Andrew O. Finley ◽  
Nicholas A. S. Hamm ◽  
Martijn Schaap
Keyword(s):  
Particulate Matter ◽  
Gaussian Process ◽  
Nearest Neighbor ◽  
Process Models ◽  
Temporal Data ◽  
Gaussian Process Models ◽  
Spatio Temporal

Identification of Continuous-time Nonlinear Systems via Local Gaussian Process Models

2014 ◽  
Vol 134 (11) ◽  
pp. 1708-1715
Author(s):  
Tomohiro Hachino ◽  
Kazuhiro Matsushita ◽  
Hitoshi Takata ◽  
Seiji Fukushima ◽  
Yasutaka Igarashi
Keyword(s):  
Nonlinear Systems ◽  
Gaussian Process ◽  
Continuous Time ◽  
Process Models ◽  
Gaussian Process Models
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