模块化网络自组织图:它能成为人工皮层吗?

T. Furukawa, K. Tokunaga, S. Yasui, H. Tamukoh, K. Ishii, M. Ishikawa, K. Horio, K. Natsume
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引用次数: 1

摘要

本文报道了自组织映射(SOM)与模块化网络相结合所带来的新进展。这被称为模块化网络SOM (mnSOM)。mnSOM具有排列在晶格上的功能模块的阵列结构,其结构看起来类似于我们大脑皮层的柱状结构。mnSOM的优点之一是用户可以根据用户的目的灵活地设计模块体系结构,而SOM的主干算法则保持不变。mnSOM的这一优点给我们带来了许多变化和应用。本文首先介绍了mnSOM的概念,并概述了mnSOM的各种变体及其应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modular network self-organizing map: Can it be an artificial cortex?

This paper reports on novel developments brought by combining the self-organizing map (SOM) with a modular network. This is called modular network SOM (mnSOM). The mnSOM has an arrayed structure of functional modules aligned on a lattice, and the architecture looks similar to the column structure of our cortex. One of the advantages of the mnSOM is that the user can design the module architecture flexibly depending on the user's purpose, while the backbone algorithm of SOM is kept untouched. This advantage of mnSOM has brought us many variations and applications. In this paper, the concept of mnSOM is first introduced, and variations of mnSOM and their applications are overviewed.

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