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

Quickly apply original, key PMR-published papers with Snapshots—a short article companion that distills PMR research into compressed, digestible takeaways, so you can put the paper’s core ideas to work in your investment process—fast. This Snapshot article is based on research proposing a deep learning model that improves crude oil option pricing by learning a reusable valuation function that captures both changing volatility and simultaneous jumps in prices and volatility, while supporting fast repeated pricing after training.

Authors

Publication Details

Journal
Practical Applications
Published
2026-09-01
DOI
https://doi.org/10.3905/snp.2026.jod.009
Primary Topic
Market Dynamics and Volatility
Type
article
Field-Weighted Citation Impact
0.00
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article

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

Derived from original PMR research written by A. Bouteska, Xinyi Wang, and Shikuan Zhao using AI and an editor
Practical Applications
Market Dynamics and Volatility
article

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

Derived from original PMR research written by A. Bouteska, Xinyi Wang, and Shikuan Zhao using AI and an editor
article en

Abstract

Quickly apply original, key PMR-published papers with Snapshots—a short article companion that distills PMR research into compressed, digestible takeaways, so you can put the paper’s core ideas to work in your investment process—fast. This Snapshot article is based on research proposing a deep learning model that improves crude oil option pricing by learning a reusable valuation function that captures both changing volatility and simultaneous jumps in prices and volatility, while supporting fast repeated pricing after training.

Practical Applications
Industry, innovation and infrastructure
Openalex Percentile: Top 5%
Market Dynamics and Volatility
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