89
Views
105
CrossRef citations to date
0
Altmetric
Applications and Case Study

Local Prediction of a Spatio-Temporal Process with an Application to Wet Sulfate Deposition

Pages 1189-1199 | Received 01 Apr 1993, Published online: 27 Feb 2012

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (6)

Shiqi Yao & Bo Huang. (2023) Spatiotemporal Interpolation Using Graph Neural Network. Annals of the American Association of Geographers 113:8, pages 1856-1877.
Read now
Amanda Muyskens, Joseph Guinness & Montserrat Fuentes. (2022) Partition-Based Nonstationary Covariance Estimation Using the Stochastic Score Approximation. Journal of Computational and Graphical Statistics 31:4, pages 1025-1036.
Read now
Zhao-Cheng Zeng, Liping Lei, Kimberly Strong, Dylan B. A. Jones, Lijie Guo, Min Liu, Feng Deng, Nicholas M. Deutscher, Manvendra K. Dubey, David W. T. Griffith, Frank Hase, Bradley Henderson, Rigel Kivi, Rodica Lindenmaier, Isamu Morino, Justus Notholt, Hirofumi Ohyama, Christof Petri, Ralf Sussmann, Voltaire A. Velazco, Paul O. Wennberg & Hui Lin. (2017) Global land mapping of satellite-observed CO2 total columns using spatio-temporal geostatistics. International Journal of Digital Earth 10:4, pages 426-456.
Read now
S. A. Alawadhi & F. A. Alawadhi. (2017) Spatial–temporal interpolation of non methane hydrocarbon levels in Kuwait. Communications in Statistics - Theory and Methods 46:6, pages 2764-2779.
Read now
Laura Gosoniu & Penelope Vounatsou. (2011) Non-stationary partition modeling of geostatistical data for malaria risk mapping. Journal of Applied Statistics 38:1, pages 3-13.
Read now
Olaf Berke. (1998) On spatiotemporal prediction for on-line monitoring data. Communications in Statistics - Theory and Methods 27:9, pages 2343-2369.
Read now

Articles from other publishers (99)

Mohammad Uzair Rahil, Shakil Ahmad, Muhammad Wasif Khan, Ammara Mubeen, Zakir Hussain Dahri, Khalil Ahmad, Muhammad Arshad & Rahmatullah Wahdatyar. (2024) Developing high resolution monthly gridded precipitation dataset for Afghanistan. Theoretical and Applied Climatology.
Crossref
Nattakan Supajaidee, Nawinda Chutsagulprom & Sompop Moonchai. (2024) An Adaptive Moving Window Kriging Based on K-Means Clustering for Spatial Interpolation. Algorithms 17:2, pages 57.
Crossref
D. Posa. (2023) Revised and wider classes of isotropic space-time covariance functions. Stochastic Environmental Research and Risk Assessment 37:12, pages 4941-4962.
Crossref
Indranil Sahoo, Joseph Guinness & Brian J. Reich. (2023) Estimating atmospheric motion winds from satellite image data using space‐time drift models. Environmetrics 34:8.
Crossref
Jay M. Ver Hoef, Michael Dumelle, Matt Higham, Erin E. Peterson & Daniel J. Isaak. (2023) Indexing and partitioning the spatial linear model for large data sets. PLOS ONE 18:11, pages e0291906.
Crossref
Ying Zhang, Song Xi Chen & Le Bao. (2023) Air pollution estimation under air stagnation—A case study of Beijing. Environmetrics 34:6.
Crossref
Moumita Das & Sourabh Bhattacharya. (2023) A kernel-enriched order-dependent nonparametric spatio-temporal process. Spatial Statistics 55, pages 100751.
Crossref
Mengchen Wang, Trevor Harris & Bo Li. (2022) Asynchronous Changepoint Estimation for Spatially Correlated Functional Time Series. Journal of Agricultural, Biological and Environmental Statistics 28:1, pages 157-176.
Crossref
Whitney K. Huang, Yu-Min Chung, Yu-Bo Wang, Jeff E. Mandel & Hau-Tieng Wu. (2022) Airflow recovery from thoracic and abdominal movements using synchrosqueezing transform and locally stationary Gaussian process regression. Computational Statistics & Data Analysis 174, pages 107384.
Crossref
Xu Gao, Weining Shen, Liwen Zhang, Jianhua Hu, Norbert J. Fortin, Ron D. Frostig & Hernando Ombao. (2020) Regularized matrix data clustering and its application to image analysis. Biometrics 77:3, pages 890-902.
Crossref
Ashton Wiens, William Kleiber, Douglas Nychka & Katherine R. Barnhart. (2021) Nonrigid Registration Using Gaussian Processes and Local Likelihood Estimation. Mathematical Geosciences 53:6, pages 1319-1337.
Crossref
Michael Dumelle, Jay M. Ver Hoef, Claudio Fuentes & Alix Gitelman. (2021) A linear mixed model formulation for spatio-temporal random processes with computational advances for the product, sum, and product–sum covariance functions. Spatial Statistics 43, pages 100510.
Crossref
Adam J. Dubinsky, Rebecca P. A. Wilks & William M. Buhay. (2020) Confirming the Source of High-Sulfate Concentrations in Dead Horse Creek, Winkler, Manitoba, Canada, Using a Dual-Isotope Bayesian Probability Mixing Model. Water, Air, & Soil Pollution 231:10.
Crossref
Gustavo da Silva Ferreira. (2020) Geostatistics under preferential sampling in the presence of local repulsion effects. Environmental and Ecological Statistics 27:3, pages 549-570.
Crossref
Monica Palma, Claudia Cappello, Sandra De Iaco & Daniela Pellegrino. (2018) The residential real estate market in Italy: a spatio-temporal analysis. Quality & Quantity 53:5, pages 2451-2472.
Crossref
Mikael Kuusela & Michael L. Stein. (2018) Locally stationary spatio-temporal interpolation of Argo profiling float data. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences 474:2220, pages 20180400.
Crossref
Mainak Thakur, Biswajit Samanta & Debashish Chakravarty. (2018) A non-stationary geostatistical approach to multigaussian kriging for local reserve estimation. Stochastic Environmental Research and Risk Assessment 32:8, pages 2381-2404.
Crossref
Zachary K. Curtis, Shu‐Guang Li, Hua‐Sheng Liao & David Lusch. (2017) Data‐Driven Approach for Analyzing Hydrogeology and Groundwater Quality Across Multiple Scales. Groundwater 56:3, pages 377-398.
Crossref
Andrew Zammit-Mangion, Noel Cressie & Clint Shumack. (2018) On Statistical Approaches to Generate Level 3 Products from Satellite Remote Sensing Retrievals. Remote Sensing 10:2, pages 155.
Crossref
Thomas J. Santner, Brian J. Williams & William I. NotzThomas J. Santner, Brian J. Williams & William I. Notz. 2018. The Design and Analysis of Computer Experiments. The Design and Analysis of Computer Experiments 27 66 .
Oleksandr Gromenko, Piotr Kokoszka & Jan Sojka. (2017) Evaluation of the cooling trend in the ionosphere using functional regression with incomplete curves. The Annals of Applied Statistics 11:2.
Crossref
Oleksandr Gromenko, Piotr Kokoszka & Matthew Reimherr. (2017) Detection of Change in the Spatiotemporal Mean Function. Journal of the Royal Statistical Society Series B: Statistical Methodology 79:1, pages 29-50.
Crossref
Linda S. L. Tan, Victor M. H. Ong, David J. Nott & Ajay Jasra. (2015) Variational inference for sparse spectrum Gaussian process regression. Statistics and Computing 26:6, pages 1243-1261.
Crossref
Mainak Thakur, Biswajit Samanta & Debashish Chakravarty. (2016) A non-stationary spatial approach to disjunctive kriging in reserve estimation. Spatial Statistics 17, pages 131-160.
Crossref
Min Liang & Denis Marcotte. (2015) A class of non-stationary covariance functions with compact support. Stochastic Environmental Research and Risk Assessment 30:3, pages 973-987.
Crossref
M. Thakur, B. Samanta & D. Chakravarty. 2016. Geostatistical and Geospatial Approaches for the Characterization of Natural Resources in the Environment. Geostatistical and Geospatial Approaches for the Characterization of Natural Resources in the Environment 643 649 .
S. De Iaco, M. Palma & D. Posa. (2015) Spatio-temporal geostatistical modeling for French fertility predictions. Spatial Statistics 14, pages 546-562.
Crossref
Geir-Arne Fuglstad, Daniel Simpson, Finn Lindgren & Håvard Rue. (2015) Does non-stationary spatial data always require non-stationary random fields?. Spatial Statistics 14, pages 505-531.
Crossref
Min Liang, Denis Marcotte & Nicolas Benoit. (2013) A comparison of approaches to include outcrop information in overburden thickness estimation. Stochastic Environmental Research and Risk Assessment 28:7, pages 1733-1741.
Crossref
Paul D. Sampson. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
Andrew R. Solow. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
Hao Zhang. 2014. Wiley StatsRef: Statistics Reference Online. Wiley StatsRef: Statistics Reference Online.
Eun-Hye Yoo. (2013) Exploring space-time models for West Nile virus mosquito abundance data. Applied Geography 45, pages 203-210.
Crossref
S. De Iaco, D. Posa & D.E. Myers. (2013) Characteristics of some classes of space–time covariance functions. Journal of Statistical Planning and Inference 143:11, pages 2002-2015.
Crossref
Timothy C. Haas. 2013. Introduction to Probability and Statistics for Ecosystem Managers. Introduction to Probability and Statistics for Ecosystem Managers 263 273 .
I. Demir & R. Westermann. (2013) Progressive High‐Quality Response Surfaces for Visually Guided Sensitivity Analysis. Computer Graphics Forum 32:3pt1, pages 21-30.
Crossref
Dong Liang & Naresh Kumar. (2013) Time-space Kriging to address the spatiotemporal misalignment in the large datasets. Atmospheric Environment 72, pages 60-69.
Crossref
Giovanna Jona Lasinio, Gianluca Mastrantonio & Alessio Pollice. (2012) Discussing the “big n problem”. Statistical Methods & Applications 22:1, pages 97-112.
Crossref
Sujit Kumar SahuKhandoker Shuvo Bakar. (2012) Hierarchical Bayesian autoregressive models for large space–time data with applications to ozone concentration modelling. Applied Stochastic Models in Business and Industry 28:5, pages 395-415.
Crossref
Hao Zhang. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Paul D. Sampson. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Andrew R. Solow. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Barry D. Nussbaum & Anthony R. Olsen. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Peter A. Rogerson & Peter Kedron. (2012) Optimal Weights for Focused Tests of Clustering Using the Local Moran Statistic. Geographical Analysis 44:2, pages 121-133.
Crossref
Timothy C. Haas. 2011. Improving Natural Resource Management. Improving Natural Resource Management 227 240 .
Hwa-Lung Yu & George Christakos. (2011) Modeling and Estimation of Heterogeneous Spatiotemporal Attributes Under Conditions of Uncertainty. IEEE Transactions on Geoscience and Remote Sensing 49:1, pages 366-376.
Crossref
Jionglong Su & T.J. Dodd. (2010) Online functional prediction for spatio-temporal systems using a generalized time-varying Radial Basis Function networks framework. Online functional prediction for spatio-temporal systems using a generalized time-varying Radial Basis Function networks framework.
Hao Zhang & Yong Wang. (2009) Kriging and cross‐validation for massive spatial data. Environmetrics 21:3-4, pages 290-304.
Crossref
J. Su & T.J. Dodd. (2010) Online functional prediction for spatio-temporal systems using time-varying Radial Basis Function networks. Online functional prediction for spatio-temporal systems using time-varying Radial Basis Function networks.
Md. Monir Hossain & Andrew B. Lawson. (2008) Space-time Bayesian small area disease risk models: development and evaluation with a focus on cluster detection. Environmental and Ecological Statistics 17:1, pages 73-95.
Crossref
N. Cressie & E.L. Kang. 2010. Proximal Soil Sensing. Proximal Soil Sensing 49 63 .
Ben Ingram & Dan Cornford. 2010. geoENV VII – Geostatistics for Environmental Applications. geoENV VII – Geostatistics for Environmental Applications 371 381 .
Hwa-Lung Yu, George Christakos & Patrick Bogaert. 2010. Progress in Spatial Analysis. Progress in Spatial Analysis 75 91 .
Jacqueline M. Hughes‐Oliver, Tae‐Young Heo & Sujit K. Ghosh. (2008) An autoregressive point source model for spatial processes. Environmetrics 20:5, pages 575-594.
Crossref
Ryo INOUE, Eihan SHIMIZU, Yutaro YOSHIDA & Yonghe LI. (2009) Visualization of Spatial Distribution and Temporal Transition of Land Price in Tokyo 23 Wards Based on Spatio-Temporal Kriging Interpolation時空間クリギングによる東京23区・全用途地域を対象とした公示地価の分布と変遷の視覚化. Theory and Applications of GIS 17:1, pages 13-24.
Crossref
T. R. Fanshawe, P. J. Diggle, S. Rushton, R. Sanderson, P. W. W. Lurz, S. V. Glinianaia, M. S. Pearce, L. Parker, M. Charlton & T. Pless‐Mulloli. (2007) Modelling spatio‐temporal variation in exposure to particulate matter: a two‐stage approach. Environmetrics 19:6, pages 549-566.
Crossref
Antonio Páez Fei LongSteven Farber. (2008) Moving Window Approaches for Hedonic Price Estimation: An Empirical Comparison of Modelling Techniques. Urban Studies 45:8, pages 1565-1581.
Crossref
Ana G. Rappold, Alan E. Gelfand & David M. Holland. (2008) Modelling Mercury Deposition Through Latent Space–Time Processes. Journal of the Royal Statistical Society Series C: Applied Statistics 57:2, pages 187-205.
Crossref
Kyung-Mee Choi, Hwa-Lung Yu & Mark L. Wilson. (2007) Spatiotemporal statistical analysis of influenza mortality risk in the State of California during the period 1997–2001. Stochastic Environmental Research and Risk Assessment 22:S1, pages 15-25.
Crossref
Noel Cressie & Gardar Johannesson. (2008) Fixed Rank Kriging for Very Large Spatial Data Sets. Journal of the Royal Statistical Society Series B: Statistical Methodology 70:1, pages 209-226.
Crossref
G. Christakos. 2008. Advanced Mapping of Environmental Data. Advanced Mapping of Environmental Data 247 306 .
Peter W Gething, Abdisalan M Noor, Catherine A Goodman, Priscilla W Gikandi, Simon I Hay, Shahnaaz K Sharif, Peter M Atkinson & Robert W Snow. (2007) Information for decision making from imperfect national data: tracking major changes in health care use in Kenya using geostatistics. BMC Medicine 5:1.
Crossref
P.W. Gething, P.M. Atkinson, A.M. Noor, P.W. Gikandi, S.I. Hay & M.S. Nixon. (2007) A local space–time kriging approach applied to a national outpatient malaria data set. Computers & Geosciences 33:10, pages 1337-1350.
Crossref
Hwa-Lung Yu, Alexander Kolovos, George Christakos, Jiu-Chiuan Chen, Steve Warmerdam & Boris Dev. (2007) Interactive spatiotemporal modelling of health systems: the SEKS–GUI framework. Stochastic Environmental Research and Risk Assessment 21:5, pages 555-572.
Crossref
Keming Yu, Jorge Mateu & Emilio Porcu. (2007) A kernel‐based method for nonparametric estimation of variograms. Statistica Neerlandica 61:2, pages 173-197.
Crossref
Christopher Lloyd. 2006. Local Models for Spatial Analysis. Local Models for Spatial Analysis 199 219 .
A. V. Diez Roux, A. H. Auchincloss, B. Astor, R. G. Barr, M. Cushman, T. Dvonch, D. R. JacobsJr.Jr., J. Kaufman, X. Lin & P. Samson. (2006) Recent Exposure to Particulate Matter and C-reactive Protein Concentration in the Multi-Ethnic Study of Atherosclerosis. American Journal of Epidemiology 164:5, pages 437-448.
Crossref
Christopher J. Paciorek & Mark J. Schervish. (2006) Spatial modelling using a new class of nonstationary covariance functions. Environmetrics 17:5, pages 483-506.
Crossref
Peter W Gething, Abdisalan M Noor, Priscilla W Gikandi, Esther A. A Ogara, Simon I Hay, Mark S Nixon, Robert W Snow & Peter M Atkinson. (2006) Improving Imperfect Data from Health Management Information Systems in Africa Using Space–Time Geostatistics. PLoS Medicine 3:6, pages e271.
Crossref
Sujit K. Sahu, Alan E. Gelfand & David M. Holland. (2006) Spatio-temporal modeling of fine particulate matter. Journal of Agricultural, Biological, and Environmental Statistics 11:1, pages 61-86.
Crossref
Montserrat Fuentes, Li Chen, Jerry M. Davis & Gary M. Lackmann. (2005) Modeling and predicting complex space–time structures and patterns of coastal wind fields. Environmetrics 16:5, pages 449-464.
Crossref
Dale L. Zimmerman & David M. Holland. (2005) Complementary co-kriging: spatial prediction using data combined from several environmental monitoring networks. Environmetrics 16:3, pages 219-234.
Crossref
Montserrat Fuentes & Adrian E. Raftery. (2005) Model Evaluation and Spatial Interpolation by Bayesian Combination of Observations with Outputs from Numerical Models. Biometrics 61:1, pages 36-45.
Crossref
Mary Kathryn Cowles & Dale L. Zimmerman. (2003) A Bayesian space‐time analysis of acid deposition data combined from two monitoring networks. Journal of Geophysical Research: Atmospheres 108:D24.
Crossref
Montserrat Fuentes. (2003) Statistical assessment of geographic areas of compliance with air quality standards. Journal of Geophysical Research: Atmospheres 108:D24.
Crossref
Rubén Fernández‐Casal, Wenceslao González‐Manteiga & Manuel Febrero‐Bande. (2003) Space‐time dependency modeling using general classes of flexible stationary variogram models. Journal of Geophysical Research: Atmospheres 108:D24.
Crossref
Chunsheng Ma. (2016) Power-law correlations and other models with long-range dependence on a lattice. Journal of Applied Probability 40:3, pages 690-703.
Crossref
Montserrat Fuentes, Peter Guttorp & Peter Challenor. (2007) Statistical Assessment of Numerical Models*. International Statistical Review 71:2, pages 201-221.
Crossref
Anders Løland & Gudmund Høst. (2003) Spatial covariance modelling in a complex coastal domain by multidimensional scaling. Environmetrics 14:3, pages 307-321.
Crossref
Molly I. Hartfield & Richard F. Gunst. (2003) Identification of model components for a class of continuous spatiotemporal models. Journal of Agricultural, Biological, and Environmental Statistics 8:1, pages 105-121.
Crossref
Douglas NychkaChristopher Wikle & J Andrew Royle. (2016) Multiresolution models for nonstationary spatial covariance functions. Statistical Modelling 2:4, pages 315-331.
Crossref
Montserrat Fuentes. (2016) Interpolation of nonstationary air pollution processes: a spatial spectral approach. Statistical Modelling 2:4, pages 281-298.
Crossref
Geir StorvikArnoldo Frigessi & David Hirst. (2016) Stationary space-time Gaussian fields and their time autoregressive representation. Statistical Modelling 2:2, pages 139-161.
Crossref
Timothy C. Haas. (2002) New systems for modeling, estimating, and predicting a multivariate spatio–temporal process. Environmetrics 13:4, pages 311-332.
Crossref
Paul D. Sampson. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Andrew R. Solow. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Anthony R. Olsen. 2001. Encyclopedia of Environmetrics. Encyclopedia of Environmetrics.
Montserrat Fuentes. (2001) A high frequency kriging approach for non‐stationary environmental processes. Environmetrics 12:5, pages 469-483.
Crossref
P. D. Sampson, D. Damian & P. Guttorp. 2001. geoENV III — Geostatistics for Environmental Applications. geoENV III — Geostatistics for Environmental Applications 17 32 .
Makoto HONDA, Kohkichi KIKUCHI, Tetsuya SUZUKI & Yoshitada MITO. (2000) SPACE-TIME ANALYSIS OF GROUNDWATER LEVEL VARIATION AROUND A DAM USING GEOSTATISTICSダム周辺地下水位変動の時空間解析のための時空間 Cokriging の開発と適用. Doboku Gakkai Ronbunshu 2000:659, pages 283-295.
Crossref
Jacqueline M. Hughes-Oliver & Graciela González-Farı́as. (1999) Parametric covariance models for shock-induced stochastic processes. Journal of Statistical Planning and Inference 77:1, pages 51-72.
Crossref
Gudmund Høst & Turid Follestad. 1999. geoENV II — Geostatistics for Environmental Applications. geoENV II — Geostatistics for Environmental Applications 77 88 .
Jacqueline M. Hughes-Oliver, Graciela Gonzalez-Farias, Jye-Chyi Lu & Di Chen. (1998) Parametric nonstationary correlation models. Statistics & Probability Letters 40:3, pages 267-278.
Crossref
Weimin Sun. (1998) Comparison of a cokriging method with a Bayesian alternative. Environmetrics 9:4, pages 445-457.
Crossref
Timothy C. Haas. (1998) Statistical assessment of spatio-temporal pollutant trends and meteorological transport models. Atmospheric Environment 32:11, pages 1865-1879.
Crossref
Walter W. Piegorsch, Eric P. Smith, Don Edwards & Richard L. Smith. (1998) Statistical advances in environmental science. Statistical Science 13:2.
Crossref
William K. Michener. (2008) Quantitatively Evaluating Restoration Experiments: Research Design, Statistical Analysis, and Data Management Considerations. Restoration Ecology 5:4, pages 324-337.
Crossref
C. F. Van Tooren & M. Mosselman. 1997. geoENV I — Geostatistics for Environmental Applications. geoENV I — Geostatistics for Environmental Applications 259 270 .
Annette Kjær Ersbøll. 1997. Modelling Longitudinal and Spatially Correlated Data. Modelling Longitudinal and Spatially Correlated Data 299 308 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.