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- Publisher Website: 10.1145/3718751.3718883
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Conference Paper: Pricing European options with non-normal log-returns: a simulation study
| Title | Pricing European options with non-normal log-returns: a simulation study |
|---|---|
| Authors | |
| Keywords | Black-Scholes model Monte Carlo Simulation Option pricing Stochastic process |
| Issue Date | 27-Apr-2025 |
| Abstract | This study examines the limitations of the Black-Scholes (B-S) model, which assumes normality in log-return distributions, by exploring alternative non-normal distributions that better capture the observed kurtosis and skewness. Through the incorporation of these distributions into a Discrete-Time stochastic process model, the study investigates their impact on option pricing compared to the traditional B-S model. Employing Monte Carlo simulation techniques, call and put option prices are estimated under various log-return distributions adhering to the risk-neutral paradigm, and the simulated prices are compared using relative difference curves. |
| Persistent Identifier | http://hdl.handle.net/10722/358617 |
| DC Field | Value | Language |
|---|---|---|
| dc.contributor.author | Zhang, Wenjin | - |
| dc.contributor.author | Zhang, Zhiqiang | - |
| dc.date.accessioned | 2025-08-13T07:47:00Z | - |
| dc.date.available | 2025-08-13T07:47:00Z | - |
| dc.date.issued | 2025-04-27 | - |
| dc.identifier.uri | http://hdl.handle.net/10722/358617 | - |
| dc.description.abstract | <p>This study examines the limitations of the Black-Scholes (B-S) model, which assumes normality in log-return distributions, by exploring alternative non-normal distributions that better capture the observed kurtosis and skewness. Through the incorporation of these distributions into a Discrete-Time stochastic process model, the study investigates their impact on option pricing compared to the traditional B-S model. Employing Monte Carlo simulation techniques, call and put option prices are estimated under various log-return distributions adhering to the risk-neutral paradigm, and the simulated prices are compared using relative difference curves. <br>The findings demonstrate that deviations from normality in log-return distributions significantly affect option pricing, emphasizing the need for financial professionals to employ more sophisticated models that accurately represent the statistical profiles of diverse assets.<br></p> | - |
| dc.language | eng | - |
| dc.relation.ispartof | 2024 4th International Conference on Big Data, Artificial Intelligence and Risk Management (28/06/2024-30/08/2024, Chengdu) | - |
| dc.subject | Black-Scholes model | - |
| dc.subject | Monte Carlo Simulation | - |
| dc.subject | Option pricing | - |
| dc.subject | Stochastic process | - |
| dc.title | Pricing European options with non-normal log-returns: a simulation study | - |
| dc.type | Conference_Paper | - |
| dc.description.nature | preprint | - |
| dc.identifier.doi | 10.1145/3718751.3718883 | - |
| dc.identifier.scopus | eid_2-s2.0-105007597784 | - |
| dc.identifier.issue | ACM ISBN 979-8-4 | - |
| dc.identifier.spage | 811 | - |
| dc.identifier.epage | 815 | - |
