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Random Fields Based on Local Interactions

Authors :
Dionissios T. Hristopulos
Source :
Advances in Geographic Information Science ISBN: 9789402419160
Publication Year :
2020
Publisher :
Springer Netherlands, 2020.

Abstract

In this chapter we look at random fields from a perspective that is common in statistical physics but not so much in spatial data analysis. This perspective is useful, because it can lead to computationally efficient methods for spatial prediction, while it is also related with Markovian random fields. In addition, it enables the calculation of new forms of covariance functions and provides a link with stochastic partial differential equations.

Details

ISBN :
978-94-024-1916-0
ISBNs :
9789402419160
Database :
OpenAIRE
Journal :
Advances in Geographic Information Science ISBN: 9789402419160
Accession number :
edsair.doi...........e146ff5350804657a0f3c98569b353c1
Full Text :
https://doi.org/10.1007/978-94-024-1918-4_7