论文标题

经济学家的量子技术

Quantum Technology for Economists

论文作者

Hull, Isaiah, Sattath, Or, Diamanti, Eleni, Wendin, Göran

论文摘要

量子技术的研究涵盖了多个学科:物理,计算机科学,工程和数学。本手稿的目的是为以量子计算和量子资金为中心的经济学家为这个新兴领域提供可访问的介绍。我们分三个步骤进行。首先,我们假设有线性代数和统计数据的知识,而不是计算机科学或物理学的知识,我们讨论了量子计算和量子通信中的基本概念。这涵盖了基本主题,例如Qubits,叠加,纠缠,量子电路,甲壳和无粘性定理。其次,我们提供了量子资金的概述,这是最近在实验环境中部分实施的量子通信文献的早期发明。一种量子资金的一种形式提供了实物现金的隐私和匿名性,即在不参与第三方的情况下进行交易的选择以及借记卡付款的效率和便利。与其他任何形式的金钱相结合,无法实现此类功能。最后,我们审查了用于解决和估计经济模型的算法已确定的所有现有量子加速器。这包括函数近似,线性系统分析,蒙特卡洛模拟,矩阵倒置,主成分分析,线性回归,插值,数值分化和真实的随机数生成。我们还讨论了实现量子加速的困难以及对量子计算可实现的共同误解的评论。

Research on quantum technology spans multiple disciplines: physics, computer science, engineering, and mathematics. The objective of this manuscript is to provide an accessible introduction to this emerging field for economists that is centered around quantum computing and quantum money. We proceed in three steps. First, we discuss basic concepts in quantum computing and quantum communication, assuming knowledge of linear algebra and statistics, but not of computer science or physics. This covers fundamental topics, such as qubits, superposition, entanglement, quantum circuits, oracles, and the no-cloning theorem. Second, we provide an overview of quantum money, an early invention of the quantum communication literature that has recently been partially implemented in an experimental setting. One form of quantum money offers the privacy and anonymity of physical cash, the option to transact without the involvement of a third party, and the efficiency and convenience of a debit card payment. Such features cannot be achieved in combination with any other form of money. Finally, we review all existing quantum speedups that have been identified for algorithms used to solve and estimate economic models. This includes function approximation, linear systems analysis, Monte Carlo simulation, matrix inversion, principal component analysis, linear regression, interpolation, numerical differentiation, and true random number generation. We also discuss the difficulty of achieving quantum speedups and comment on common misconceptions about what is achievable with quantum computing.

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