arrow
返回

A quantum generative adversarial network for distributions

delete2022-09-26
delete6
delete
OA
AI
A
Amine Assouel
A
Antoine Jacquier *
A
Alexei Kondratyev
DOI:10.1007/s42484-022-00083-zdelete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Recent advances in Quantum Computing have shown that, despite the absence of a fault-tolerant quantum computer so far, quantum techniques are providing exponential advantage over their classical counterparts. We develop a fully connected Quantum Generative Adversarial network and show how it can be applied in Mathematical Finance, with a particular focus on volatility modelling.
Keyword:
Quantum computing
GAN
Quantum phase estimation
SVI
Volatility

期刊

Q
Quantum Machine Intelligence
IF:
4.4
论文数:
451
被引数:
796

机构

I
Imperial College London
学者数:
8.3W
论文数: 7.3W
被引数: 11.1W
U
Universite Paris Saclay
学者数:
7.3W
论文数: 5.3W
被引数: 540
引用论文

引用论文

Barren plateaus in quantum neural network training landscapes
err2018-11-16
err1.1K
errOAAI
errMcClean, Jarrod R.; Boixo, Sergio; Smelyanskiy, Vadim N.; Babbush, Ryan; Neven, Hartmut
err分享
err收藏
err分享
err收藏
Gene-environment interactions in hypertension
err1999-01-01
err0
PREAI
errZdenka Pausova; Johanne Tremblay; Pavel Hamet
err分享
err收藏
Ribosomal Protein S6 Kinase 1 Signaling Regulates Mammalian Life Span核糖体蛋白S6激酶1信号调节哺乳动物寿命
err2009-10-02
err0
errOAAI
errColin Selman; Jennifer M. A. Tullet; Daniela Wieser; Elaine Irvine; Steven J. Lingard; Agharul I. Choudhury; Marc Claret; Hind Al-Qassab; Danielle Carmignac; Faruk Ramadani; Angela Woods; Iain C. A. Robinson; Eugene Schuster; Rachel L. Batterham; Sara C. Kozma; George Thomas; David Carling; Klaus Okkenhaug; Janet M. Thornton; Linda Partridge; David Gems; Dominic J. Withers
err分享
err收藏
学者 查看更多内容