Skip to content

In this repo, I am analyzing rule based sentiment analysis systems and ML based sentiment analysis systems. Rule Based Sentiment Analysis systems will include VADER and Sentiwordnet and the ML Based system will include Naive Bayes Classifier algorithm.

Notifications You must be signed in to change notification settings

sumansid/Comparing-Sentiment-Analysis-Systems

Repository files navigation

Comparing-Sentiment-Analysis-Systems

In this repo, I am analyzing rule based sentiment analysis systems and ML based sentiment analysis systems. The 10000 Movies review from the Cornell Dataset will be used in the sentiment analysis. Rule Based Sentiment Analysis systems will include VADER and Sentiwordnet. The ML Based system will include Naive Bayes Classifier algorithm.

Rule based sentiment analysis with VADER achieved :

  1. True Positives Accuracy : 69.5%

  2. True Negatives Accuracy : 42.2%

ML based sentiment analysis with Naive Bayes achieved :

  1. True Positives Accuracy : 73.4%

  2. True Negative Accuracy : 23%

Contributing :

Pull requests are welcome

About

In this repo, I am analyzing rule based sentiment analysis systems and ML based sentiment analysis systems. Rule Based Sentiment Analysis systems will include VADER and Sentiwordnet and the ML Based system will include Naive Bayes Classifier algorithm.

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published