Quantum Amplitude Loading for Rainbow Options Pricing

Francesca Cibrario, Or Samimi, Giacomo Ranieri, Emanuele Dri, Mattia Ippoliti, Ron Cohen, Christian Mattia, Bartolomeo Montrucchio, Amir Naveh, Davide Corbelletto
{"title":"Quantum Amplitude Loading for Rainbow Options Pricing","authors":"Francesca Cibrario, Or Samimi, Giacomo Ranieri, Emanuele Dri, Mattia Ippoliti, Ron Cohen, Christian Mattia, Bartolomeo Montrucchio, Amir Naveh, Davide Corbelletto","doi":"arxiv-2402.05574","DOIUrl":null,"url":null,"abstract":"This work introduces a novel approach to price rainbow options, a type of\npath-independent multi-asset derivatives, with quantum computers. Leveraging\nthe Iterative Quantum Amplitude Estimation method, we present an end-to-end\nquantum circuit implementation, emphasizing efficiency by delaying the\ntransition to price space. Moreover, we analyze two different amplitude loading\ntechniques for handling exponential functions. Experiments on the IBM QASM\nsimulator validate our quantum pricing model, contributing to the evolving\nfield of quantum finance.","PeriodicalId":501355,"journal":{"name":"arXiv - QuantFin - Pricing of Securities","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2024-02-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - Pricing of Securities","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2402.05574","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

This work introduces a novel approach to price rainbow options, a type of path-independent multi-asset derivatives, with quantum computers. Leveraging the Iterative Quantum Amplitude Estimation method, we present an end-to-end quantum circuit implementation, emphasizing efficiency by delaying the transition to price space. Moreover, we analyze two different amplitude loading techniques for handling exponential functions. Experiments on the IBM QASM simulator validate our quantum pricing model, contributing to the evolving field of quantum finance.
彩虹期权定价的量子振幅加载
这项研究介绍了一种利用量子计算机为彩虹期权(一种与路径无关的多资产衍生品)定价的新方法。利用迭代量子振幅估计方法,我们提出了一种端到端的量子电路实现方法,通过延迟向价格空间的转换来强调效率。此外,我们还分析了处理指数函数的两种不同振幅加载技术。在 IBM QASMsimulator 上的实验验证了我们的量子定价模型,为量子金融领域的发展做出了贡献。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信