Spatial Prediction and Optimal Sampling for Multivariate Functional Random Fields

Geostatistical Functional Data Analysis - Wiley Series in Probability and Statistics ◽

10.1002/9781119387916.ch13 ◽

2021 ◽

pp. 329-349

Author(s):

Martha Bohorquez ◽

Ramón Giraldo ◽

Jorge Mateu

Keyword(s):

Random Fields ◽

Spatial Prediction ◽

Optimal Sampling

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Generalized Skew Laplace Random Fields: Bayesian Spatial Prediction for Skew and Heavy Tailed Data

Journal of Statistical Theory and Applications ◽

10.2991/jsta.d.210111.001 ◽

2021 ◽

Author(s):

Mohammad Mehdi Saber ◽

Alireza Nematollahi ◽

Mohsen Mohammadzadeh

Keyword(s):

Random Fields ◽

Spatial Prediction ◽

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Multivariate functional random fields: prediction and optimal sampling

Stochastic Environmental Research and Risk Assessment ◽

10.1007/s00477-016-1266-y ◽

2016 ◽

Vol 31 (1) ◽

pp. 53-70 ◽

Author(s):

M. Bohorquez ◽

R. Giraldo ◽

J. Mateu

Keyword(s):

Random Fields ◽

Optimal Sampling

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Spatial prediction with mobile sensor networks using Gaussian processes with built-in Gaussian Markov random fields

10.1016/j.automatica.2012.05.029 ◽

2012 ◽

Vol 48 (8) ◽

pp. 1735-1740 ◽

Author(s):

Yunfei Xu ◽

Jongeun Choi

Keyword(s):

Sensor Networks ◽

Gaussian Processes ◽

Random Fields ◽

Markov Random Fields ◽

Mobile Sensor Networks ◽

Spatial Prediction ◽

Mobile Sensor ◽

Gaussian Markov Random Fields ◽

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Fully Bayesian simultaneous localization and spatial prediction using Gaussian Markov random fields (GMRFs)

2013 American Control Conference ◽

10.1109/acc.2013.6580547 ◽

2013 ◽

Author(s):

Mahdi Jadaliha ◽

Jongeun Choi

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Spatial Prediction ◽

Gaussian Markov Random Fields ◽

Markov Random ◽

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Efficient Spatial Prediction Using Gaussian Markov Random Fields Under Uncertain Localization

Volume 3: Renewable Energy Systems; Robotics; Robust Control; Single Track Vehicle Dynamics and Control; Stochastic Models, Control and Algorithms in Robotics; Structure Dynamics and Smart Structures; ◽

10.1115/dscc2012-movic2012-8596 ◽

2012 ◽

Author(s):

Mahdi Jadaliha ◽

Yunfei Xu ◽

Jongeun Choi

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Spatial Prediction ◽

Gaussian Markov Random Fields ◽

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Optimal sampling designs for nonparametric estimation of spatial averages of random fields

Journal of Multivariate Analysis ◽

10.1016/j.jmva.2015.11.010 ◽

2016 ◽

Vol 146 ◽

pp. 341-351 ◽

Author(s):

Karim Benhenni ◽

Yingcai Su

Keyword(s):

Nonparametric Estimation ◽

Random Fields ◽

Optimal Sampling

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A Hierarchical Bayesian Model for Spatial Prediction of Multivariate Non-Gaussian Random Fields

10.1111/j.1541-0420.2010.01415.x ◽

2010 ◽

Vol 67 (1) ◽

pp. 97-105 ◽

Author(s):

Pierrette Chagneau ◽

Frédéric Mortier ◽

Nicolas Picard ◽

Jean-Noël Bacro

Keyword(s):

Random Fields ◽

Bayesian Model ◽

Spatial Prediction ◽

Gaussian Random Fields ◽

Hierarchical Bayesian ◽

Hierarchical Bayesian Model ◽

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Efficient Bayesian spatial prediction with mobile sensor networks using Gaussian Markov random fields

2012 American Control Conference (ACC) ◽

10.1109/acc.2012.6315013 ◽

2012 ◽

Author(s):

Yunfei Xu ◽

Jongeun Choi ◽

S. Dass ◽

T. Maiti

Keyword(s):

Sensor Networks ◽

Random Fields ◽

Markov Random Fields ◽

Mobile Sensor Networks ◽

Spatial Prediction ◽

Mobile Sensor ◽

Gaussian Markov Random Fields ◽

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Fully Bayesian Spatial Prediction Using Gaussian Markov Random Fields

Bayesian Prediction and Adaptive Sampling Algorithms for Mobile Sensor Networks - SpringerBriefs in Electrical and Computer Engineering ◽

10.1007/978-3-319-21921-9_7 ◽

2015 ◽

pp. 91-106

Author(s):

Yunfei Xu ◽

Jongeun Choi ◽

Sarat Dass ◽

Tapabrata Maiti

Keyword(s):

Random Fields ◽

Markov Random Fields ◽

Spatial Prediction ◽

Gaussian Markov Random Fields ◽

Markov Random ◽

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Optimal sampling for spatial prediction of functional data

Statistical Methods & Applications ◽

10.1007/s10260-015-0340-9 ◽

2015 ◽

Vol 25 (1) ◽

pp. 39-54 ◽

Author(s):

Martha Bohorquez ◽

Ramón Giraldo ◽

Jorge Mateu

Keyword(s):

Functional Data ◽

Spatial Prediction ◽

Optimal Sampling

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