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Quantum probability in decision making from quantum information representation of neuronal states

机译:从神经元状态的量子信息表示中进行决策的量子概率

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摘要

The recent wave of interest to modeling the process of decision making with the aid of the quantum formalism gives rise to the following question: ‘How can neurons generate quantum-like statistical data?’ (There is a plenty of such data in cognitive psychology and social science). Our model is based on quantum-like representation of uncertainty in generation of action potentials. This uncertainty is a consequence of complexity of electrochemical processes in the brain; in particular, uncertainty of triggering an action potential by the membrane potential. Quantum information state spaces can be considered as extensions of classical information spaces corresponding to neural codes; e.g., 0/1, quiescent/firing neural code. The key point is that processing of information by the brain involves superpositions of such states. Another key point is that a neuronal group performing some psychological function F is an open quantum system. It interacts with the surrounding electrochemical environment. The process of decision making is described as decoherence in the basis of eigenstates of F. A decision state is a steady state. This is a linear representation of complex nonlinear dynamics of electrochemical states. Linearity guarantees exponentially fast convergence to the decision state.
机译:最近对借助量子形式主义对决策过程建模进行建模的兴趣浪潮提出了以下问题:“神经元如何生成类似量子的统计数据?”(认知心理学中有大量这样的数据,社会科学)。我们的模型基于动作电位生成中不确定性的类量子表示。这种不确定性是大脑中电化学过程复杂的结果。尤其是膜电位触发动作电位的不确定性。量子信息状态空间可以被认为是对应于神经代码的经典信息空间的扩展。例如0/1,静态/触发神经代码。关键是大脑对信息的处理涉及这些状态的叠加。另一个要点是,执行某些心理功能F的神经元是开放量子系统。它与周围的电化学环境相互作用。根据F的本征态将决策过程描述为退相干。决策状态为稳态。这是电化学状态的复杂非线性动力学的线性表示。线性保证指数快速收敛到决策状态。

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