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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xinyi Wang

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Open access Aug 2026

Machine Learning Identification of Capital Structure Resilience in New Energy Firms under Energy Market Volatility Shocks

Global energy markets continue to fluctuate under geopolitical conflicts, supply demand mismatch, and the pressure of low carbon transition. These conditions place stronger external pressure on the financing stability and capital structure adjustment capacity of new energy firms. Photovoltaic and lithium battery firms...

Yu-Jia Liu, Xinyi Wang · 0 citations
Jul 2026

Crude Oil Options Stochastic Volatility Jump or Co-Jump: Evidence from Price Paths Stimulation

Pricing options in energy markets is particularly challenging because of sharp price swings, nonlinear dynamics, and heavy-tailed distributions observed in commodity returns. This study develops a numerical framework for valuing crude oil options by applying the stochastic volatility with correlated jumps model, which...

A. Bouteska, Xinyi Wang, Shikuan Zhao · 0 citations

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