- A new supervised learning algorithm for spiking neuronsYan Xu
Institute of Intelligence Science and Technology, Hohai University, Nanjing, Jiangsu 211100, China
Neural Comput 25:1472-511. 2013..The experiment results show that the proposed method has higher learning accuracy and efficiency over the existing learning methods, so it is more powerful for solving complex and real-time problems...
- A supervised multi-spike learning algorithm based on gradient descent for spiking neural networksYan Xu
Institute of Intelligence Science and Technology, Hohai University, Nanjing 210098, PR China
Neural Netw 43:99-113. 2013..We also develop an output encoding strategy with respect to multiple spikes for classification problems. This effectively improves the classification accuracy of multi-spike learning compared to that of single-spike learning...