Laboratoire de Sciences Cognitives et Psycholinguistique, EHESS/CNRS/DEC-ENS, Paris, France.
Cogn Sci. 2011 Jan-Feb;35(1):79-118. doi: 10.1111/j.1551-6709.2010.01149.x. Epub 2010 Nov 19.
In this article, we apply a special case of holographic representations to letter position coding. We translate different well-known schemes into this format, which uses distributed representations and supports constituent structure. We show that in addition to these brain-like characteristics, performances on a standard benchmark of behavioral effects are improved in the holographic format relative to the standard localist one. This notably occurs because of emerging properties in holographic codes, like transposition and edge effects, for which we give formal demonstrations. Finally, we outline the limits of the approach as well as its possible future extensions.
在本文中,我们将全息表示的一个特例应用于字母位置编码。我们将不同的知名方案转换为此格式,该格式使用分布式表示并支持成分结构。我们表明,除了这些类似大脑的特征外,相对于标准局部主义格式,全息格式在行为效应的标准基准测试中的性能得到了提高。这主要是由于全息代码中出现的属性,例如转位和边缘效应,我们对此进行了形式证明。最后,我们概述了该方法的局限性及其可能的扩展。