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

被引：0

作者：

Chrismanto, Antonius Rachmat ^{[1
]}

Raharjo, Willy Sudiarto ^{[1
]}

Lukito, Yuan ^{[1
]}

机构：

[1] Univ Kristen Duta Wacana, Program Studi Informat, Fak Teknol Informasi, Yogyakarta, Indonesia

来源：

INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS | 2018年 / 9卷 / 12期

关键词：

Instagram; spam comments; REST service; web service testing; browser extension;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

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.

引用

页码：373 / 382

页数：10

共 50 条

[31] Silhouette Web Browser: Toward an Integration of Web and Desktop Applications based on Transparent Layers for Collaborative Works
Sugiyama, Akihiro
Niwa, Yusuke
Shiramatsu, Shun
Ozono, Tadachika
Shintani, Toramatsu
[J]. 2015 IIAI 4TH INTERNATIONAL CONGRESS ON ADVANCED APPLIED INFORMATICS (IIAI-AAI), 2015, : 605 - 610
[32] Spam Web Detection Based on Hybrid-Sampling and Genetic Algorithm
Liu, Han
[J]. Beijing Youdian Daxue Xuebao/Journal of Beijing University of Posts and Telecommunications, 2019, 42 (06): : 111 - 117
[33] EviRank: An Evidence Based Content Trust Model for Web Spam Detection
Wang, Wei
Zeng, Guosun
Sun, Mingjun
Gu, Huanan
Zhang, Quan
[J]. ADVANCES IN WEB AND NETWORK TECHNOLOGIES, AND INFORMATION MANAGEMENT, PROCEEDINGS, 2007, 4537 : 299 - +
[34] Research on Spam Web Page Detection Based on Unbalanced Data Processing
Yang, Xiaxia
Huang, Xuxia
Wang, Yanjun
[J]. 2021 ASIA-PACIFIC CONFERENCE ON COMMUNICATIONS TECHNOLOGY AND COMPUTER SCIENCE (ACCTCS 2021), 2021, : 286 - 289
[35] Stable web spam detection using features based on lexical items
Luckner, Marcin
Gad, Michal
Sobkowiak, Pawel
[J]. COMPUTERS & SECURITY, 2014, 46 : 79 - 93
[36] Detection of cloaked web spam by using tag-based methods
Lin, Jun-Lin
[J]. EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) : 7493 - 7499
[37] Link-based web spam detection using weight properties
Kwang Leng Goh
Ravi Kumar Patchmuthu
Ashutosh Kumar Singh
[J]. Journal of Intelligent Information Systems, 2014, 43 : 129 - 145
[38] Spam Detection Approach for Cloud Service Reviews Based on Probabilistic Ontology
Ben-Abdallah, Emna
Boukadi, Khouloud
Hammami, Mohamed
[J]. ON THE MOVE TO MEANINGFUL INTERNET SYSTEMS, OTM 2018, PT I, 2018, 11229 : 534 - 551
[39] A Web Service-Based Platform for Distributed Web Applications Integration
Stelmach, Pawel
Falas, Lukasz
[J]. NEW RESULTS IN DEPENDABILITY AND COMPUTER SYSTEMS, 2013, 224 : 389 - 398
[40] Dynamic Web Service Composition Based on Service Integration and HTN Planning
Tang, Xinhuai
Tang, Feilong
Bing, Liu
Chen, Delai
[J]. 2013 SEVENTH INTERNATIONAL CONFERENCE ON INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING (IMIS 2013), 2013, : 307 - 312

← 1 2 3 4 5 →