重新审视神经信息,计算和链接能力
János Végh1, Ádám József Berki2,3
1Kalimános BT, 4028 Debrecen, Hungary.
Mathematical biosciences and engineering : MBE
|July 28, 2023
概括
神经信息理论被重新检查,揭示神经元在综合模拟和数字模式下运行. 这种新的理解影响了神经信息处理是如何被视为和建模的.
科学领域:
- 神经科学是一个神经科学.
- 信息理论 信息理论
- 计算生物学 计算生物学
背景情况:
- 神经信息理论模拟生物动力学,但面临着关于信息处理的辩论.
- 神经元运行模式对于理解信息传输极限至关重要.
研究的目的:
- 通过比较经典和通用信息理论,重新审视和澄清神经元的操作模式.
- 重新评估神经信息及其处理的概念.
主要方法:
- 在七十年的时间里,神经信息理论中分析了通信模型.
- 经典信息理论与其最近发展的概括的比较.
- 开发一个神经元的时刻感知操作模型.
主要成果:
- 神经元表现出一个操作模式,结合了模拟和数字特征.
- 轴突 (传输通道) 的活跃作用引入了超越经典信息理论的传输限制.
- 一个时间感知模型解释了神经元运行的双模拟/数字感知.
结论:
- 关于神经信息及其处理的传统观点需要重新解释.
- 神经元功能是一种混合模拟-数字过程,而不是纯粹一种或另一种.
- 一般化信息理论和时间意识模型提供了对神经通信的更全面的理解.
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