JOURNAL ARTICLE

Hoax Web Detection For News in Bahasa Using Support Vector Machine

Muhammad Abdillah RahmatIndrabayu IndrabayuIntan Sari Areni

Year: 2019 Journal:   2019 International Conference on Information and Communications Technology (ICOIACT) Pages: 332-336

Abstract

This research creates a web-based user-friendly system that aims to detect hoax and non-hoax news of Indonesian language news links. The input data is in the form of links and archive sites from the Forum Anti Fitnah Hasut dan Hoax (FAFHH), using 100 news for training data and 20 news for test data that is processed by crawling and then processed in the pre-processing phase, namely tokenizing, stop word and stemming. Next is the Term Frequency-Inverse Document Frequency (TF-IDF) stage to provide weighting data which will be input data at the classification stage using the Support Vector Machine (SVM) Algorithm with a linear kernel to detect hoax and non-hoax news. The experimental results show that the system can classify well with an accuracy of 85%.

Keywords:
Hoax Computer science Support vector machine Crawling Weighting Artificial intelligence Information retrieval

Metrics

18
Cited By
3.85
FWCI (Field Weighted Citation Impact)
7
Refs
0.95
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Information Retrieval and Data Mining
Physical Sciences →  Computer Science →  Information Systems
Data Mining and Machine Learning Applications
Physical Sciences →  Computer Science →  Information Systems
Multimedia Learning Systems
Physical Sciences →  Computer Science →  Information Systems

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