76 citations · 424 across the 28 of their papers we have counts for
Showing 2015Show all
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stat.ME2015★ 14 cited
Space-Time Models based on Random Fields with Local Interactions
Dionissios T. Hristopulos, Ivi C. Tsantili
The analysis of space-time data from complex, real-life phenomena requires the use of flexible and physically motivated covariance functions. In most cases, it is not possible to e…
cs.LG2015★ 37 cited
Stochastic Local Interaction (SLI) Model: Interfacing Machine Learning and Geostatistics
Dionissios T. Hristopulos
Machine learning and geostatistics are powerful mathematical frameworks for modeling spatial data. Both approaches, however, suffer from poor scaling of the required computational…