کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
838918 908374 2007 11 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Learning dynamics in second order networks
موضوعات مرتبط
مهندسی و علوم پایه سایر رشته های مهندسی مهندسی (عمومی)
پیش نمایش صفحه اول مقاله
Learning dynamics in second order networks
چکیده انگلیسی

A model of a second order neural network incorporating a weight adjusting learning component and time delays in processing and transmission is formulated. Delay-independent sufficient conditions are derived for the existence of an asymptotically and exponentially stable equilibrium state. The learning dynamics is modelled with an unsupervised Hebbian-type learning algorithm together with a forgetting term. If there is nothing for the network to learn or if there are no second order synaptic interactions, then our analysis will correspond to one of the standard model of neural networks.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Nonlinear Analysis: Real World Applications - Volume 8, Issue 2, April 2007, Pages 688–698
نویسندگان
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