TechRxiv
ChingmuankimIEEEpreprint.pdf (930.58 kB)
Download file

A comparative study of Naive Bayes Classifiers with improved technique on Text Classification

Download (930.58 kB)
preprint
posted on 31.05.2022, 14:15 by Chingmuankim NaulakChingmuankim Naulak

Experiment was carried out on imbalanced data having positive and negative labels as 0 and 1. These datasets after training were tested on Gaussian Naive Bayes, Bernoulli Naive Bayes and Multinomial Naive Bayes with improved technique using tf-idf and ngram. The results obtained were then compared with old model result that make use of BagofWords. On testing it is found that there is a 2-3% improvement in the model's performance.

Funding

n/a

History

Email Address of Submitting Author

chingmuankimdtu@gmail.com

ORCID of Submitting Author

0000-0003-4172-2360

Submitting Author's Institution

Delhi Technological University

Submitting Author's Country

India

Usage metrics

Licence

Exports