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Towards quantifying complexity with quantum mechanics

机译:用量子力学量化复杂度

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摘要

While we have intuitive notions of structure and complexity, the formalization of this intuition is non-trivial. The statistical complexity is a popular candidate. It is based on the idea that the complexity of a process can be quantified by the complexity of its simplest mathematical model -the model that requires the least past information for optimal future prediction. Here we review how such models, known as epsilon-machines can be further simplified through quantum logic, and explore the resulting consequences for understanding complexity. In particular, we propose a new measure of complexity based on quantum epsilon-machines. We apply this to a simple system undergoing constant thermalization. The resulting quantum measure of complexity aligns more closely with our intuition of how complexity should behave.
机译:尽管我们对结构和复杂性有直观的认识,但这种直觉的形式化并不简单。统计复杂度是一个受欢迎的候选者。它基于这样的思想,即流程的复杂性可以通过其最简单的数学模型(该模型需要最少的过去信息来进行最佳未来预测)的复杂性来量化。在这里,我们回顾了如何通过量子逻辑进一步简化称为epsilon机器的模型,并探讨了理解复杂性的结果。特别地,我们提出了一种基于量子ε机器的复杂度的新度量。我们将其应用于经历持续热化的简单系统。由此产生的复杂性的量子度量更符合我们对复杂性应如何表现的直觉。

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