American Multinomial Option Pricing on FPGA using OneAPI
dc.contributor.author | O'Mahony, Aidan T. | |
dc.contributor.author | Zeidan, Gil | |
dc.contributor.author | Hanzon, Bernard | |
dc.contributor.author | Popovici, Emanuel M. | |
dc.contributor.funder | Dell Technologies | en |
dc.contributor.funder | Intel Corporation | en |
dc.contributor.funder | Science Foundation Ireland | en |
dc.date.accessioned | 2023-10-12T10:31:02Z | |
dc.date.available | 2023-10-12T10:31:02Z | |
dc.date.issued | 2023 | en |
dc.description.abstract | This paper describes a new method for pricing American options that utilizes the OneAPI framework and a Field-Programmable Gate Array (FPGA) device. By using a multinomial model based on Pascals Simplex, the method is able to price American options with improved performance over traditional methods. The use of the OneAPI framework allows for efficient parallelization of the computations on the FPGA, resulting in improved performance and faster pricing of the options. Our analysis indicates that for 7 assets, the method can process approximately 53.74 options per second at the maximum tree depth of 15, showcasing its potential for real-world applications. The results of the method are validated against existing pricing models, demonstrating its accuracy and viability for use in real-world option pricing applications. | en |
dc.description.sponsorship | Intel Corporation (Intel Programmable Solutions Group) | en |
dc.description.status | Peer reviewed | en |
dc.description.version | Accepted Version | en |
dc.format.mimetype | application/pdf | en |
dc.identifier.citation | O'Mahony, A., Zeidan, G., Hanzon, B. and Popovici, E. M. (2023) ‘American Multinomial Option Pricing on FPGA Using OneAPI’, 2023 IEEE 66th International Midwest Symposium on Circuits and Systems (MWSCAS), 6-9 August, Phoenix, Arizona, USA, pp. 831–835. Available at: https://doi.org/10.1109/MWSCAS57524.2023.10406037. | en |
dc.identifier.doi | https://doi.org/10.1109/MWSCAS57524.2023.10406037 | en |
dc.identifier.uri | https://hdl.handle.net/10468/15105 | |
dc.language.iso | en | en |
dc.publisher | IEEE | en |
dc.relation.project | info:eu-repo/grantAgreement/SFI/SFI Principal Investigator Programme (PI)/07/MI/008/IE/Edgeworth Centre for Financial Mathematics/ | en |
dc.relation.project | info:eu-repo/grantAgreement/SFI/SFI Research Centres Programme::Phase 2/12/RC/2289-P2s/IE/INSIGHT Phase 2/ | en |
dc.relation.project | info:eu-repo/grantAgreement/SFI/SFI Research Centres/12/RC/2289/IE/INSIGHT - Irelands Big Data and Analytics Research Centre/ | en |
dc.relation.uri | https://www.mwscas2023.com/home | en |
dc.relation.uri | https://ieeexplore.ieee.org/xpl/conhome/1000090/all-proceedings | en |
dc.rights | © 2023 | en |
dc.subject | Fintech accelerators | en |
dc.subject | American options | en |
dc.subject | OneAPI | en |
dc.subject | Field-Programmable Gate Arrays (FPGAs) | en |
dc.subject | Multi asset pricing | en |
dc.subject | Digital Systems | en |
dc.title | American Multinomial Option Pricing on FPGA using OneAPI | en |
dc.type | Conference item | en |