/deception-detection-1

A system to differentiate fake and genuine reviews on the basis of sentimental and syntactic features using different machine learning and neural network based approaches

GNU General Public License v3.0GPL-3.0

Deception Detection

A system to differentiate fake and genuine reviews on the basis of sentimental and syntactic features using different machine learning and neural network based approaches

Approaches Explored

  • Using naive bayes approach and all the words as features: ~ 48 % link
  • Using navie bayes approach and tf-idf over words as features: ~ 50 % link
  • Using support vector machines and tf-idf over words as features: ~51 % link
  • Using SVM with n-gram tf-idf over Part of Speech: ~56 %