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Measuring Nonlinear Spillovers among Carbon Allowances, Fuel Futures and Energy Equities with a Hybrid LSTM and TVP-VAR Estimator

This paper introduces a hybrid estimator combining LSTM networks with a moving-window covariance approach to analyze nonlinear spillovers among carbon allowances, fuel futures, and energy equities, finding that while it yields lower average system-wide spillover levels than a conventional TVP-VAR model, it maintains a consistent hierarchy of shock transmission where clean energy equities lead and coal absorbs the most shocks.

Original authors: Ozan Nadirgil

Published 2026-11-04
📖 1 min read☕ Coffee break read

Original authors: Ozan Nadirgil

Original paper licensed under CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/). ✨ This is an AI-generated explanation of the paper below. It is not written or endorsed by the authors. For technical accuracy, refer to the original paper. Read full disclaimer

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