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Portfolio optimization with digitized counterdiabatic quantum algorithms

delete2022-12-22
delete22
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OA
AI
N
Narendra N. Hegade
P
Pranav Chandarana
K
Koushik Paul
X
Xi Chen *
F
F. Albarrán-Arriagada
E
E. Solano
DOI:10.1103/PhysRevResearch.4.043204delete
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摘要

摘要

En 中文
We consider digitized-counterdiabatic quantum computing as an advanced paradigm to approach quantum advantage for industrial applications in the NISQ era. We apply this concept to investigate a discrete meanvariance portfolio optimization problem, showing its usefulness in a key finance application. Our analysis shows a drastic improvement in the success probabilities of the resulting digital quantum algorithm when approximate counterdiabatic techniques are introduced. Along these lines, we discuss the enhanced performance of our methods over variational quantum algorithms like QAOA and DC-QAOA.

期刊

Physical Review Research 封面图
Physical Review Research
IF:
4.2
论文数:
7.6K
被引数:
2.7W

机构

U
university of basque country
学者数:
1.9W
论文数: 1.6W
被引数: 17
U
Universidad de Santiago de Chile
学者数:
4.1K
论文数: 3.4K
被引数: 3.6K
S
shanghai university
学者数:
3.9W
论文数: 2.7W
被引数: 52
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