A single-layer GRU model using NASA Black Marble nightlights nowcasts Italian municipal taxable income with 1.07 million euro median error (4% of median), statistically outperforming persistence, fixed effects, ARDL, and spatial econometric benchmarks out-of-sample on 2020-2021.
Title resolution pending
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
econ.EM 2years
2026 2representative citing papers
The Bellman operator admits an exact block-diagonal decomposition under localized interaction structures, enabling scalable structural estimation of replacement decisions across 14,344 GPU nodes.
citing papers explorer
-
Nowcasting Italian Municipal Income with Nightlights: A Deep Learning Approach
A single-layer GRU model using NASA Black Marble nightlights nowcasts Italian municipal taxable income with 1.07 million euro median error (4% of median), statistically outperforming persistence, fixed effects, ARDL, and spatial econometric benchmarks out-of-sample on 2020-2021.
-
Scalable Structural Estimation of Networked Infrastructure: Exact Decomposition for Localized Coordination
The Bellman operator admits an exact block-diagonal decomposition under localized interaction structures, enabling scalable structural estimation of replacement decisions across 14,344 GPU nodes.