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On nearest-neighbor Gaussian process models for massive spatial data

CITE Title : On nearest-neighbor Gaussian process models for massive spatial data Personal Author(s) : Datta, Abhirup;Banerjee, Sudipto;Finley, Andrew O.;Gelfand, Alan E.; Published Date : 2016;Sep-Oct 2016; Source : Wiley Interdiscip Rev Comput Stat. 8(5):162-171 URL : https://stacks.cdc.gov/view/cdc/53590 Datta, Abhirup et al. (2016). On nearest-neighbor Gaussian process models for massive spatial data. 8(5). Datta, Abhirup et al. "On nearest-neighbor Gaussian process models for massive spatial data" 8, no. 5 (2016) Datta, Abhirup et al. "On nearest-neighbor Gaussian process models for massive spatial data" vol. 8, no. 5, 2016 Export RIS Citation Information.

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Datta, Abhirup ;

Banerjee, Sudipto

2016 | Wiley Interdiscip Rev Comput Stat. 8(5):162-171

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Gaussian Process (GP) models provide a very flexible nonparametric approach to modeling location-and-time indexed datasets. However, the storage and c...
Non-linear probabilistic calibration of low-cost environmental air pollution sensor networks for neighborhood level spatiotemporal exposure assessment

CITE Title : Non-linear probabilistic calibration of low-cost environmental air pollution sensor networks for neighborhood level spatiotemporal exposure assessment Personal Author(s) : Patton, Andrew;Datta, Abhirup;Zamora, Misti Levy;Buehler, Colby;Xiong, Fulizi;Gentner, Drew R.;Koehler, Kirsten; Published Date : 11 2022;11-2022; Source : J Expo Sci Environ Epidemiol. 32(6):908-916 URL : https://stacks.cdc.gov/view/cdc/130357 Patton, Andrew et al. (2022). Non-linear probabilistic calibration of low-cost environmental air pollution sensor networks for neighborhood level spatiotemporal exposure assessment. 32(6). Patton, Andrew et al. "Non-linear probabilistic calibration of low-cost environmental air pollution sensor networks for neighborhood level spatiotemporal exposure assessment" 32, no. 6 (2022) Patton, Andrew et al. "Non-linear probabilistic calibration of low-cost environmental air pollution sensor networks for neighborhood level spatiotemporal exposure assessment" vol. 32, no. 6, 2022 Export RIS Citation Information.

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Patton, Andrew

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Datta, Abhirup

11 2022 | J Expo Sci Environ Epidemiol. 32(6):908-916

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BACKGROUND:Low-cost sensor networks for monitoring air pollution are an effective tool for expanding spatial resolution beyond the capabilities of exi...