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ANALYSIS OF QUANTUM MONTE CARLO DYNAMICS IN INFINITE-RANGE ISING SPIN SYSTEMS: THEORY AND ITS POSSIBLE APPLICATIONS

机译:无限范围旋转系统中量子蒙特卡罗动力学分析:理论及其应用

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In terms of the stochastic process of a quantum-mechanical variant of Markov chain Monte Carlo method based on the Suzuki-Trotter decomposition, we analytically derive deterministic flows of order parameters such as magnetization in infinite-range (a mean-field like) quantum spin systems. Under the static approximation, differential equations with respect to order parameters are explicitly obtained from the Master equation that describes the microscopic-law in the corresponding classical system. We discuss several possible applications of our approach to several research topics, say, image processing and neural networks. This paper is written as a self-review of two papers~(1,2) for Symposium on Interface between Quantum Information and Statistical Physics at Kinki University in Osaka, Japan.
机译:就基于Suzuki-Trootter分解的Markov链蒙特卡罗方法的量子机械变体的随机过程而言,我们分析了诸如无限范围(平均场)磁化中的磁化量的确定性流动的确定性流动系统。在静态近似下,从描述相应的经典系统中的微观规律的主方程明确地明确地获得关于订单参数的微分方程。我们讨论了我们对几个研究主题的几种可能应用,例如,图像处理和神经网络。本文被编写为两篇论文的自我评审〜(1,2),用于日本大阪大阪的昆汀大学课堂信息与统计物理学界面界面。

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