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LightGBM-based hedging strategy under Merton's jump diffusion with custom loss and delta approximation

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X Hedging: towards an eXplainable artificial intelligence option Hedging framework

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Bjørn André Aaslundᵃ, Johannes Bergeᵃ, Ayoub Haidaᵇ, Ying Niᵇ, and Rita Pimentelᵃ

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ᵃ Department of Industrial Economics and Technology Management, Faculty of Economics and Management, Norwegian University of Science and Technology, Alfred Getz vei 3, 7491 Trondheim, Norway.

ᵇ Division of Mathematics and Physics, Mälardalens University, Högskoleplan 1, 722 20 Västerås, Sweden.

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LightGBM-based hedging strategy under Merton's jump diffusion with custom loss and delta approximation

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