مقاله آموزش کارآمد شبکه عصبی با محرک عالی

عنوان مقاله فارسی: آموزش کارآمد شبکه عصبی با محرک عالی از طریق روش درست تنظیم کارایی سیناپتیکی عنوان مقاله لاتین: Efficient Training of Supervised Spiking Neural Network via Accurate Synaptic-Efficiency Adjustment Method نویسندگان: Xiurui Xie; Hong Qu; Zhang Yi; Jürgen Kurths تعداد صفحات: 13 سال انتشار: 2017 زبان: لاتین Abstract: The spiking neural network (SNN) is the third generation of neural networks and performs remarkably well in cognitive tasks, such as pattern recognition. The temporal neural encode mechanism found in biological hippocampus enables SNN to possess more powerful computation capability than networks with other encoding schemes. However, this temporal encoding approach requires neurons to process information serially on time, which reduces learning efficiency significantly.