Quantum Amplitude Loading for Rainbow Options Pricing

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.

Authors

Institutions

Publication Details

Published
2024-09-15
DOI
https://doi.org/10.1109/qce60285.2024.00034
Citations
4
Primary Topic
Stochastic processes and financial applications
Type
article
Field-Weighted Citation Impact
2.16
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Quantum Amplitude Loading for Rainbow Options Pricing

Bartolomeo Montrucchio, Ron Cohen, Emanuele Dri, Davide Corbelletto et al.
4 citations
Stochastic processes and financial applications
2.16
article

Quantum Amplitude Loading for Rainbow Options Pricing

Bartolomeo Montrucchio, Ron Cohen, Emanuele Dri, Davide Corbelletto, Or Golan, Christian Mattia, Mattia Ippoliti, Francesca Cibrario, Amir Naveh, Giacomo Ranieri
article en
4 citations

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.

Politecnico di Torino (IT)
Openalex Percentile: Top 11%
Stochastic processes and financial applications
2.16
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.