Spatial-temporal models and computational statistics methods: a survey

Erniel B. Barrios; Kevin Carl P. Santos

Spatial-temporal models and computational statistics methods: a survey

Research output: Contribution to journal › Review Article › Research

Abstract

We introduce panel models and identify its link to spatial-temporal models. Both models are characterized and differentiated through the variance-covariance matrix of the disturbance term. The resulting estimates or tests are as complicated as the nature of the said variance-covariance matrix. Some iterative methods typically used in computational statistics are also presented. These methods are used in conducting statistical inference for spatial-temporal models.

Original language	English
Pages (from-to)	1-20
Number of pages	20
Journal	The Philippine Statistician
Volume	66
Issue number	1
Publication status	Published - 2017
Externally published	Yes

Keywords

Additive models
Backfitting algorithm
Forward search algorithm
Isotonic regression
Panel data
Spatial-temporal model

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Cite this

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title = "Spatial-temporal models and computational statistics methods: a survey",

abstract = "We introduce panel models and identify its link to spatial-temporal models. Both models are characterized and differentiated through the variance-covariance matrix of the disturbance term. The resulting estimates or tests are as complicated as the nature of the said variance-covariance matrix. Some iterative methods typically used in computational statistics are also presented. These methods are used in conducting statistical inference for spatial-temporal models.",

keywords = "Additive models, Backfitting algorithm, Forward search algorithm, Isotonic regression, Panel data, Spatial-temporal model",

author = "Barrios, \{Erniel B.\} and Santos, \{Kevin Carl P.\}",

note = "Publisher Copyright: {\textcopyright} 2017, Philippine Statistical Association, Inc.",

year = "2017",

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T1 - Spatial-temporal models and computational statistics methods

T2 - a survey

AU - Barrios, Erniel B.

AU - Santos, Kevin Carl P.

PY - 2017

Y1 - 2017

N2 - We introduce panel models and identify its link to spatial-temporal models. Both models are characterized and differentiated through the variance-covariance matrix of the disturbance term. The resulting estimates or tests are as complicated as the nature of the said variance-covariance matrix. Some iterative methods typically used in computational statistics are also presented. These methods are used in conducting statistical inference for spatial-temporal models.

AB - We introduce panel models and identify its link to spatial-temporal models. Both models are characterized and differentiated through the variance-covariance matrix of the disturbance term. The resulting estimates or tests are as complicated as the nature of the said variance-covariance matrix. Some iterative methods typically used in computational statistics are also presented. These methods are used in conducting statistical inference for spatial-temporal models.

KW - Additive models

KW - Backfitting algorithm

KW - Forward search algorithm

KW - Isotonic regression

KW - Panel data

KW - Spatial-temporal model

UR - https://www.scopus.com/pages/publications/85040197313

M3 - Review Article

AN - SCOPUS:85040197313

VL - 66

SP - 1

EP - 20

JO - The Philippine Statistician

JF - The Philippine Statistician

IS - 1

ER -

Spatial-temporal models and computational statistics methods: a survey

Abstract

Keywords

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