School of Engineering and Applied Sciences, Harvard University, Cambridge, MA 02138, USA.
Neural Comput. 2012 Nov;24(11):2873-99. doi: 10.1162/NECO_a_00357. Epub 2012 Aug 24.
It is suggested here that mammalian hippocampus serves as an allocator of neurons in cortex for memorizing new items. A construction of a shallow feedforward network with biologically plausible parameters is given that possesses the characteristics needed for such an allocator. In particular, the construction is stabilizing in that for inputs within a range of activity levels spanning more than an order of magnitude, the output will have activity levels differing as little as 1%. It is also noise tolerant in that pairs of input patterns that differ little will generate output patterns that differ little. Further, pairs of inputs that differ by much will be mapped to outputs that also differ sufficiently that they can be treated by cortex as distinct.
这里提出,哺乳动物的海马体充当了皮层神经元的分配器,用于记忆新的项目。给出了一个具有生物学合理性参数的浅层前馈网络的构建,该网络具有作为分配器所需的特征。特别是,该构建是稳定的,对于在跨越一个数量级以上的活动水平范围内的输入,输出的活动水平差异将不超过 1%。它还具有抗噪能力,因为差异很小的输入模式对将产生差异很小的输出模式。此外,差异很大的输入对将被映射到输出对,这些输出对之间的差异也足够大,以至于它们可以被皮层视为不同的。