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本地活动信息存储作为理解分布式神经信息处理的工具。

Local active information storage as a tool to understand distributed neural information processing.

机构信息

MEG Unit, Brain Imaging Center, Goethe University Frankfurt am Main, Germany.

CSIRO Computational Informatics Marsfield, NSW, Australia.

出版信息

Front Neuroinform. 2014 Jan 28;8:1. doi: 10.3389/fninf.2014.00001. eCollection 2014.

Abstract

Every act of information processing can in principle be decomposed into the component operations of information storage, transfer, and modification. Yet, while this is easily done for today's digital computers, the application of these concepts to neural information processing was hampered by the lack of proper mathematical definitions of these operations on information. Recently, definitions were given for the dynamics of these information processing operations on a local scale in space and time in a distributed system, and the specific concept of local active information storage was successfully applied to the analysis and optimization of artificial neural systems. However, no attempt to measure the space-time dynamics of local active information storage in neural data has been made to date. Here we measure local active information storage on a local scale in time and space in voltage sensitive dye imaging data from area 18 of the cat. We show that storage reflects neural properties such as stimulus preferences and surprise upon unexpected stimulus change, and in area 18 reflects the abstract concept of an ongoing stimulus despite the locally random nature of this stimulus. We suggest that LAIS will be a useful quantity to test theories of cortical function, such as predictive coding.

摘要

每一个信息处理行为原则上都可以分解为信息存储、传输和修改的组成操作。然而,虽然这对于当今的数字计算机来说很容易实现,但由于缺乏对这些操作的适当的数学定义,这些概念在神经信息处理中的应用受到了阻碍。最近,在分布式系统中,对这些信息处理操作在局部空间和时间尺度上的动力学进行了定义,并且局部主动信息存储的具体概念成功地应用于人工神经网络系统的分析和优化。然而,迄今为止,还没有人试图测量神经数据中局部主动信息存储的时空动力学。在这里,我们在猫的 18 区的电压敏感染料成像数据中测量了时间和空间上的局部主动信息存储。我们表明,存储反映了神经特性,如对刺激的偏好和对意外刺激变化的惊喜,而在 18 区,尽管刺激是局部随机的,但它反映了一个持续刺激的抽象概念。我们认为,LAIS 将是一个有用的数量来测试皮质功能的理论,如预测编码。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0d58/3904075/8784a319695c/fninf-08-00001-g0001.jpg

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