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Um e. Laila

affiliation not provided to SSRN

  • affiliation not provided to SSRN

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Scholarly Papers (1)

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Deep Learning the Financialization of Oil: A Cross-Attention Transformer Model for Forecasting Crude Oil Prices with Equity and Currency Volatility

Number of pages: 31 Posted: 24 Nov 2025
Muhammad Usman Malik, Faizan Bin Sabir, Muhammad Junaid, Um e. Laila, Alvaro Rocha, Muhammad Aqeel and Paolo Esposito
Quaid-i-Azam University - School of Management Sciences, Quaid-i-Azam University, Quaid-i-Azam University, affiliation not provided to SSRN, University of Lisbon, Quaid-i-Azam University and University of Sannio
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Abstract:

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Crude oil forecasting, Deep Learning, Attention-LSTM, Financialization, Volatility spillover