使用转移率估计器识别具有可变长度记忆的随机神经元之间的有效连接
João V R Izzi1, Ricardo F Ferreira1, Victor A Girardi1
1Department of Statistics, Federal University of São Carlos, São Carlos 13565-905, SP, Brazil.
Brain sciences
|May 25, 2024
概括
这项研究引入了转移来测量神经元系统中的信息流. 该方法通过分析时间序列数据中的因果关系来有效地确定神经元连接.
科学领域:
- 神经科学是一个神经科学.
- 信息理论 信息理论
- 计算神经科学是一种神经科学.
背景情况:
- 信息理论为理解信息编码和传输提供了框架.
- 神经系统通过相互连接的神经元传输电信号来处理信息.
- 有效的神经连接对于理解大脑功能至关重要.
研究的目的:
- 应用转移来量化神经元序列之间的信息流.
- 开发一种假设测试,以确定基于信息传输的有效神经元连接.
- 在代表神经元活动的离散时间序列中分析因果关系.
主要方法:
- 利用转移来测量二进制时间序列之间的定向信息流.
- 为零转移率开发了一个假设测试,表明没有因果影响.
- 采用基于日志概率比率的插件估计器,用于p值计算的非对称chi平方分布.
- 来自神经网络模型与随机神经元和可变长度记忆的模拟数据.
主要成果:
- 证明零转移率意味着在特定条件下没有因果影响 (联合静止的随机变量长度马尔科夫链).
- 插件估计器遵循一个非对称的奇平方分布,使得实证的p值计算.
- 假设测试成功地在模拟的神经网络数据中识别了生物相关信息.
结论:
- 转移为评估有效的神经元连接提供了一个强大的方法.
- 开发的假设测试有效地识别了神经系统中的因果关系和信息流.
- 这种方法为我们进一步了解神经信息处理提供了有价值的工具.
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