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Quantum Computing in a Statistical Context
Annual Review of Statistics and Its Application ( IF 7.4 ) Pub Date : 2022-03-07 , DOI: 10.1146/annurev-statistics-042720-024040 Yazhen Wang 1 , Hongzhi Liu 1
Annual Review of Statistics and Its Application ( IF 7.4 ) Pub Date : 2022-03-07 , DOI: 10.1146/annurev-statistics-042720-024040 Yazhen Wang 1 , Hongzhi Liu 1
Affiliation
Quantum computing is widely considered a frontier of interdisciplinary research and involves fields ranging from computer science to physics and from chemistry to engineering. On the one hand, the stochastic essence of quantum physics results in the random nature of quantum computing; thus, there is an important role for statistics to play in the development of quantum computing. On the other hand, quantum computing has great potential to revolutionize computational statistics and data science. This article provides an overview of the statistical aspect of quantum computing. We review the basic concepts of quantum computing and introduce quantum research topics such as quantum annealing and quantum machine learning, which require statistics to be understood.
中文翻译:
统计背景下的量子计算
量子计算被广泛认为是跨学科研究的前沿领域,涉及从计算机科学到物理学,从化学到工程学的各个领域。一方面,量子物理学的随机本质导致了量子计算的随机性;因此,统计学在量子计算的发展中发挥着重要作用。另一方面,量子计算具有彻底改变计算统计和数据科学的巨大潜力。本文概述了量子计算的统计方面。我们回顾了量子计算的基本概念,并介绍了量子研究主题,例如量子退火和量子机器学习,这些主题需要理解统计学。
更新日期:2022-03-07
中文翻译:
统计背景下的量子计算
量子计算被广泛认为是跨学科研究的前沿领域,涉及从计算机科学到物理学,从化学到工程学的各个领域。一方面,量子物理学的随机本质导致了量子计算的随机性;因此,统计学在量子计算的发展中发挥着重要作用。另一方面,量子计算具有彻底改变计算统计和数据科学的巨大潜力。本文概述了量子计算的统计方面。我们回顾了量子计算的基本概念,并介绍了量子研究主题,例如量子退火和量子机器学习,这些主题需要理解统计学。