Robustness to training disturbances in SpikeProp Learning

• المؤلفون الرئيسيون: Shrestha, Sumit Bam, Song, Qing
• مؤلفون آخرون: School of Electrical and Electronic Engineering
• التنسيق: مقال
• اللغة: English
• منشور في: 2020
• الموضوعات: Engineering::Electrical and electronic engineering; Adaptive Learning Rate; Error Analysis
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/139881

Stability is a key issue during spiking neural network training using SpikeProp. The inherent nonlinearity of Spiking Neuron means that the learning manifold changes abruptly; therefore, we need to carefully choose the learning steps at every instance. Other sources of instability are the external d...