Intelligent Spam Classification for Mobile Text Message

被引:0
|
作者
Mathew, Kuruvilla [1 ]
Issac, Biju [1 ]
机构
[1] Swinburne Univ Technol, Sch Engn Comp & Sci, Sarawak Campus, Kuching, Malaysia
关键词
SMS spam; Intelligent classification; Bayes Classifier; Mobile Spam;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper analyses the methods of intelligent spam filtering techniques in the SMS (Short Message Service) text paradigm, in the context of mobile text message spam. The unique characteristics of the SMS contents are indicative of the fact that all approaches may not be equally effective or efficient. This paper compares some of the popular spam filtering techniques on a publically available SMS spam corpus, to identify the methods that work best in the SMS text context. This can give hints on optimized spam detection for mobile text messages.
引用
收藏
页码:101 / 105
页数:5
相关论文
共 50 条
  • [31] Text Message Classification Using Supervised Machine Learning Algorithms
    Merugu, Suresh
    Reddy, M. Chandra Shekhar
    Goyal, Ekansh
    Piplani, Lakshay
    ICCCE 2018, 2019, 500 : 141 - 150
  • [32] Content-based mobile spam classification using stylistically motivated features
    Sohn, Dae-Neung
    Lee, Jung-Tae
    Han, Kyoung-Soo
    Rim, Hae-Chang
    PATTERN RECOGNITION LETTERS, 2012, 33 (03) : 364 - 369
  • [33] Intelligent detection approaches for spam
    Ruan, Guangchen
    Tan, Ying
    ICNC 2007: THIRD INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 3, PROCEEDINGS, 2007, : 672 - +
  • [34] Enhancing Spam Message Classification and Detection Using Transformer-Based Embedding and Ensemble Learning
    Ghourabi, Abdallah
    Alohaly, Manar
    SENSORS, 2023, 23 (08)
  • [35] OPTIMIZING SHORT MESSAGE TEXT SENTIMENT ANALYSIS FOR MOBILE DEVICE FORENSICS
    Aboluwarin, Oluwapelumi
    Andriotis, Panagiotis
    Takasu, Atsuhiro
    Tryfonas, Theo
    ADVANCES IN DIGITAL FORENSICS XII, 2016, 484 : 69 - 87
  • [36] The Design of Embedded Systems GUI Message based on Mobile and Intelligent Materials
    Zhou, Shu
    ADVANCED MATERIALS AND ITS APPLICATION, 2012, 460 : 210 - 213
  • [37] Unit selection based speech synthesis for converting short text message into voice message in mobile phones
    Bharthi, B.
    Kavitha, S.
    Kotwal, Nekshan Percy
    Parasaram, Nivedita
    Piriyanga, J.
    2017 4TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING AND COMMUNICATION SYSTEMS (ICACCS), 2017,
  • [38] Intelligent Accident Detection Classification using Mobile Phones
    Zualkernan, Imran A.
    Aloul, Fadi
    Basheer, Fayiz
    Khera, Gurdit
    Srinivasan, Shruthi
    2018 32ND INTERNATIONAL CONFERENCE ON INFORMATION NETWORKING (ICOIN), 2018, : 504 - 509
  • [39] Intelligent Funds Assistant Exploiting Hierarchical Text Classification Algorithms
    Saraiva, Ines
    Moniz, Daniela
    Almeida, Alexandre
    Sousa, Joao
    Vieira, Susana
    2022 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2022,
  • [40] Sentiment Classification of News Text Data Using Intelligent Model
    Zhang, Shitao
    FRONTIERS IN PSYCHOLOGY, 2021, 12