Integration of REST-Based Web Service and Browser Extension for Instagram Spam Detection

Abstract

In this paper, a REST-based Web Service developed in previous work was integrated with a newly developed browser extension that works in modern browser (Firefox and Google Chrome) using Greasemonkey. It uses previous collected datasets which comprised of 17.000 postings and comments from 10 Indonesian actresses whom followers are more than 10 million on Instagram. The performance of the developed web services has been evaluated and the average response time is 1678.133ms using AWS platform located in Ohio (US East 2). The proposed work is working as expected and in accuracy test, it has reached 63.125% in overall, 72% for non-stemmed data and 70% for stemmed data using 1000 test data with a processing time needed for classification is under 2s. The new extension works in Firefox and Chrome and it can utilize the web services to classify spam comments in Instagram.

Authors and Affiliations

Antonius Rachmat Chrismanto, Willy Sudiarto Raharjo, Yuan Lukito

Keywords

Related Articles

Systematic Review of Existing IoT Architectures Security and Privacy Issues and Concerns

Internet of things (IoT) has become one of the most prominent technologies that the world has been witnessing nowadays. It provides great solutions to humanity in many significant fields of life. IoT refers to a collecti...

Encrypted Fingerprint into VoIP Systems using Cryptographic Key Generated by Minutiae Points

The transmission of the encryption voice over IP is challenging. The voice is recorded, eavesdropping, change and theft voice, etc. The voice over IP is encrypted by using Advance Encryption Standard (AES) Algorithm. AES...

Sentiment Analysis Challenges of Informal Arabic Language

Recently, there are wide numbers of users that use the social network like Twitter, Facebook, MySpace to share various kinds of resources, express their opinions, thoughts, messages in real time. Thus, increase the amoun...

Feature Descriptor Based on Normalized Corners and Moment Invariant for Panoramic Scene Generation

Panorama generation systems aim at creating a wide-view image by aligning and stitching a sequence of images. The technology is extensively used in many fields such as virtual reality, medical image analysis, and geologi...

A Mobile-based Tremor Detector Application for Patients with Parkinson’s Disease

Parkinson’s disease affects millions of people worldwide and its frequency is steadily increasing. No cure is currently available for Parkinson’s disease patients, and most medications only treat the symptoms. This treat...

Download PDF file
  • EP ID EP429206
  • DOI 10.14569/IJACSA.2018.091253
  • Views 77
  • Downloads 0

How To Cite

Antonius Rachmat Chrismanto, Willy Sudiarto Raharjo, Yuan Lukito (2018). Integration of REST-Based Web Service and Browser Extension for Instagram Spam Detection. International Journal of Advanced Computer Science & Applications, 9(12), 373-382. https://europub.co.uk/articles/-A-429206