A Survey on Quantum Computational Finance for Derivatives Pricing and VaR

Author:

Gómez Andrés,Leitao Álvaro,Manzano Alberto,Musso Daniele,Nogueiras María R.,Ordóñez Gustavo,Vázquez CarlosORCID

Abstract

AbstractWe review the state of the art and recent advances in quantum computing applied to derivative pricing and the computation of risk estimators like Value at Risk. After a brief description of the financial derivatives, we first review the main models and numerical techniques employed to assess their value and risk on classical computers. We then describe some of the most popular quantum algorithms for pricing and VaR. Finally, we discuss the main remaining challenges for the quantum algorithms to achieve their potential advantages.

Funder

Horizon 2020 Framework Programme

Consellería de Cultura, Educación e Ordenación Universitaria, Xunta de Galicia

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Computer Science Applications

Reference95 articles.

1. Aaronson S, Rall P (2020) Quantum approximate counting, simplified. In Proceedings of Symposium on Simplicity in Algorithms, SIAM, pp 24–32

2. Adedoyin A, Ambrosiano J, Anisimov P, Bärtschi A, Casper W, Chennupati G, Coffrin C, Djidjev H, Gunter D, Karra S, Lemons N (2020) Quantum algorithm implementations for beginners. arXiv:1804.03719

3. Abrams DA, Williams CP (2004) Fast quantum algorithms for numerical integrals and stochastic processes. arXiv:9908083

4. Adachi SH, Henderson MP (2015) Application of quantum annealing to training of deep neural networks. arXiv:1510.06356

5. Alcazar J, Leyton-Ortega V, Perdomo-Ortiz A (2020) Classical versus quantum models in machine learning: insights from a finance application. Mach Learn 1(3):035003

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