On the Statistical Challenges of Echo State Networks and Some Potential Remedies

Qiuyi Wu, Ernest Fokoue, Dhireesha Kudithipudi

Echo state networks are powerful recurrent neural networks. However, they are often unstable and shaky, making the process of finding an good ESN for a specific dataset quite hard.…