Fathi M. Salem

Sentiment Analysis Using Simplified Long Short-term Memory Recurrent Neural Networks

2020 · arXiv (Cornell University)

LSTM or Long Short Term Memory Networks is a specific type of Recurrent Neural Network (RNN) that is very effective in dealing with long sequence data and learning long term dependencies. In this work, we …

Simplified Long Short-term Memory Recurrent Neural Networks: part II

2017 · arXiv (Cornell University)

This is part II of three-part work. Here, we present a second set of inter-related five variants of simplified Long Short-term Memory (LSTM) recurrent neural networks by further reducing adaptive parameters. Two of these models …