Simplified Gating in Long Short-term Memory (LSTM) Recurrent Neural Networks

Yuzhen Lu, Fathi M. Salem

The standard LSTM recurrent neural networks while very powerful in long-range dependency sequence applications have highly complex structure and relatively large (adaptive) paramet…