2 citations · 2 across the 6 of their papers we have counts for
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stat.ME2026
Scalable and Robust Spatial Prediction via Multi-Resolution Ensembles of Predictive Processes
Nicolas Bianco, Nadja Klein
Gaussian processes provide a flexible framework for spatial prediction, but their computational cost limits applicability to large-scale data with large sample size . Predictive…
stat.ME2026
Computationally efficient segmentation for non-stationary time series with oscillatory patterns
Nicolas Bianco, Lorenzo Cappello
We propose a novel approach for change-point detection and parameter learning in multivariate non-stationary time series exhibiting oscillatory behaviour. We approximate the proces…
stat.ME2023
Scalable Variational Bayes Inference for Dynamic Variable Selection
Nicolas Bianco, Mauro Bernardi, Daniele Bianchi
We develop a variational Bayes approach for dynamic variable selection in high-dimensional regression models with time-varying parameters and predictors that exhibit a predefined g…