Instituto de Matemática Interdisciplinar, Faculty of Mathematics, Universidad Complutense de Madrid, Plaza de Ciencias 3, Madrid, 28040, Spain.
University of Leicester, Department of Mathematics, University Road, LE1 7RH, United Kingdom.
Sci Rep. 2020 May 12;10(1):7889. doi: 10.1038/s41598-020-64466-7.
The widespread consensus argues that the emergence of abstract concepts in the human brain, such as a "table", requires complex, perfectly orchestrated interaction of myriads of neurons. However, this is not what converging experimental evidence suggests. Single neurons, the so-called concept cells (CCs), may be responsible for complex tasks performed by humans. This finding, with deep implications for neuroscience and theory of neural networks, has no solid theoretical grounds so far. Our recent advances in stochastic separability of highdimensional data have provided the basis to validate the existence of CCs. Here, starting from a few first principles, we layout biophysical foundations showing that CCs are not only possible but highly likely in brain structures such as the hippocampus. Three fundamental conditions, fulfilled by the human brain, ensure high cognitive functionality of single cells: a hierarchical feedforward organization of large laminar neuronal strata, a suprathreshold number of synaptic entries to principal neurons in the strata, and a magnitude of synaptic plasticity adequate for each neuronal stratum. We illustrate the approach on a simple example of acquiring "musical memory" and show how the concept of musical notes can emerge.
普遍共识认为,人类大脑中抽象概念的出现,如“桌子”,需要无数神经元进行复杂、完美协调的相互作用。然而,这与越来越多的实验证据所表明的情况不符。单个神经元,即所谓的概念细胞 (CC),可能负责人类执行的复杂任务。这一发现对神经科学和神经网络理论具有深远的影响,但迄今为止还没有坚实的理论基础。我们最近在高维数据的随机可分离性方面取得的进展为验证 CC 的存在提供了依据。在这里,我们从一些基本原则出发,构建了生物物理基础,表明 CC 在海马体等大脑结构中不仅是可能的,而且极有可能存在。人类大脑满足三个基本条件,确保了单个细胞的高认知功能:大层状神经元层的分层前馈组织、层状主神经元的突触输入超过阈值数量,以及每个神经元层的突触可塑性达到足够的幅度。我们以一个简单的例子来说明获取“音乐记忆”的方法,并展示了音符的概念是如何出现的。