24 citations · 56 across the 3 of their papers we have counts for
3 papers
Non-parametric Kernel-Based Estimation of Probability Distributions for Precipitation Modeling
Andrew Pavlides, Vasiliki Agou, Dionissios T. Hristopulos
The probability distribution of precipitation amount strongly depends on geography, climate zone, and time scale considered. Closed-form parametric probability distributions are no…
Stochastic Local Interaction Model: Geostatistics without Kriging
Dionissios T. Hristopulos, Andreas Pavlides, Vasiliki D. Agou +1
Classical geostatistical methods face serious computational challenges if they are confronted with large sets of spatially distributed data. We present a simplified stochastic loca…
Stochastic Local Interaction Model with Sparse Precision Matrix for Space-Time Interpolation
Dionissios T. Hristopulos, Vasiliki D. Agou
The application of geostatistical and machine learning methods based on Gaussian processes to big space-time data is beset by the requirement for storing and numerically inverting…