TELKOMNIKA Telecommunication, Computing, Electronics and Control
Comparison analysis of Bangla news articles classification using support vector machine and logistic regression

Dublin Core

Title

TELKOMNIKA Telecommunication, Computing, Electronics and Control
Comparison analysis of Bangla news articles classification using support vector machine and logistic regression

Subject

Bangla news
Bangla text classification
Logistic regression
Natural language processing
News classification
Support vector machine

Description

In the information age, Bangla news articles on the internet are fast-growing. For

organizing, every news site has a particular structure and categorization. News arti-
cle classification is a method to determine a document’s classification based on vari-
ous predefined categories. This research discusses the classification of Bangla news

articles on the online platform and tries to make constructive comparison using sev-
eral classification algorithms. For Bangla news articles classification, term frequency-
inverse document frequency (TF-IDF) weighting and count vectorizer have been used

as a feature extraction process, and two common classifiers named support vector ma-
chine (SVM) and logistic regression (LR) employed for classifying the documents. It

is clear that the accuracy of the experimental results by applying SVM is 84.0% and
LR is 81.0% for twelve categories of news articles. In this research work, when we
have made comparison two renowned classification algorithms applied on the Bangla
news articles, LR was outperformed by SVM.

Creator

Md Gulzar Hussain, Babe Sultana , Mahmuda Rahman, Md Rashidul Hasan

Source

http://telkomnika.uad.ac.id

Date

Nov 12, 2022

Contributor

peri irawan

Format

pdf

Language

english

Type

text

Files

Collection

Tags

,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon , ,Repository, Repository Horizon University Indonesia, Repository Universitas Horizon Indonesia, Horizon.ac.id, Horizon University Indonesia, Universitas Horizon Indonesia, HorizonU, Repo Horizon ,

Citation

Md Gulzar Hussain, Babe Sultana , Mahmuda Rahman, Md Rashidul Hasan, “TELKOMNIKA Telecommunication, Computing, Electronics and Control
Comparison analysis of Bangla news articles classification using support vector machine and logistic regression,” Repository Horizon University Indonesia, accessed April 3, 2025, https://repository.horizon.ac.id/items/show/4538.