Classification of Radical Web Content in Indonesia using Web Content Mining and k-Nearest Neighbor Algorithm
Journal Title: EMITTER International Journal of Engineering Technology - Year 2017, Vol 5, Issue 2
Abstract
Radical content in procedural meaning is content which have provoke the violence, spread the hatred and anti nationalism. Radical definition for each country is different, especially in Indonesia. Radical content is more identical with provocation issue, ethnic and religious hatred that is called SARA in Indonesian languange. SARA content is very difficult to detect due to the large number, unstructure system and many noise can be caused multiple interpretations. This problem can threat the unity and harmony of the religion. According to this condition, it is required a system that can distinguish the radical content or not. In this system, we propose text mining approach using DF threshold and Human Brain as the feature extraction. The system is divided into several steps, those are collecting data which is including at preprocessing part, text mining, selection features, classification for grouping the data with class label, simillarity calculation of data training, and visualization to the radical content or non radical content. The experimental result show that using combination from 10-cross validation and k-Nearest Neighbor (kNN) as the classification methods achieve 66.37% accuracy performance with 7 k value of kNN method [1].
Authors and Affiliations
Muh. Subhan, Amang Sudarsono, Ali Ridho Barakbah
Keywords
Related Articles
- EP ID EP320663
- DOI 10.24003/emitter.v5i2.214
- Views 107
- Downloads 0
Hybrid Modeling KMeans – Genetic Algorithms in the Health Care Data
K-Means is one of the major algorithms widely used in clustering due to its good computational performance. However, K-Means is very sensitive to the initially selected points which randomly selected, and therefore it do...
Determination of Nearest Emergency Service Office using Haversine Formula Based on Android Platform
Emergency Reporting Application is an Android-based application that serves to help the community in reporting the emergency condition. This application allows users to choose and contact the emergency services office, w...
Javanese Character Feature Extraction Based on Shape Energy
Javanese characters is part of Javanese culture, which is one of Indonesia's noble culture. However, the number of Javanese people who are able to read the letters has decreased so that there needs some effort in the for...
Implementation of Energy Efficiency Based on Time Scheduling to Improve Network Lifetime in Wireless Body Area Network (WBAN)
ZigBee applications of IEEE 802.15.4 Wireless Sensor Network (WSN) with Low Rate Wireless Personal Area Network (LR-WPAN) can be integrated with e-health technology Wireless Body Area Network (WBAN). WBAN are small size...
Dimensionality Reduction Algorithms on High Dimensional Datasets
Classification problem especially for high dimensional datasets have attracted many researchers in order to find efficient approaches to address them. However, the classification problem has become very complicatedespeci...