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twitter-sent-dnn

Twitter Sentiment Analysis using Convolutional Neural Network(CNN)

What is it

A web app that allows to:

  • predict sentiment "positiveness" for tweets
  • gain an overview of the "positiveness" of hashtags

Demo

Click here

Algorithm

Please refer to A Convolutional Neural Network for Modelling Sentences for more information about the algorithm.

Technical choices

  • Tornado as the web framework
  • Theano as the neural network training implementation
  • Scipy as the neural network classification(online version) implementation

Training techniques

  1. Fan-in, fan-out initialization
  2. Dropout
  3. AdaDelta

Contributors

Han Xiao and Yao Lu

About

Deep Neural Network for Sentiment Analysis on Twitter

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  • Python 98.8%
  • Shell 1.2%