A Genetic Algorithm Based Model for Chinese Phishing E-commerce Websites Detection

被引:0
|
作者
Yan, Zhijun [1 ]
Liu, Su [1 ]
Wang, Tianmei [2 ]
Sun, Baowen [2 ]
Jiang, Hansi [1 ]
Yang, Hangzhou [1 ]
机构
[1] Beijing Inst Technol, Sch Management & Econ, Beijing, Peoples R China
[2] Cent Univ Finance & Econ, Sch Informat, Beijing, Peoples R China
关键词
Chinese phishing website detection; E-commerce; Sequential minimal optimization; Genetic algorithm;
D O I
10.1007/978-3-319-39396-4_25
中图分类号
F [经济];
学科分类号
02 ;
摘要
We propose a new Chinese phishing e-commerce websites detection model which integrates the URL features and web features of websites. Some unique features of Chinese e-Commerce websites are included and Sequential Minimal Optimization (SMO) algorithm is applied to identify the phishing e-commerce websites. At the same time, we adopt the genetic algorithm (GA) to optimize the detection model. The evaluation results show that the performance of SMO algorithm is better than the baseline model and GA improves the detection accuracy significantly.
引用
收藏
页码:270 / 279
页数:10
相关论文
共 50 条
  • [31] A FOA-Optimized RBF Algorithm-Based Evaluation Research on E-commerce Websites
    Zhang, Xinhe
    Hu, Xia
    He, Chao
    Yu, Chunming
    WIRELESS PERSONAL COMMUNICATIONS, 2018, 102 (04) : 2835 - 2851
  • [32] Chinese and US online consumers' preferences for content of e-commerce websites: a survey
    Liao, Huafei
    Proctor, Robert W.
    Salvendy, Gavriel
    THEORETICAL ISSUES IN ERGONOMICS SCIENCE, 2009, 10 (01) : 19 - 42
  • [33] A domain-feature enhanced classification model for the detection of Chinese phishing e-Business websites
    Zhang, Dongsong
    Yan, Zhijun
    Jiang, Hansi
    Kim, Taeha
    INFORMATION & MANAGEMENT, 2014, 51 (07) : 845 - 853
  • [34] A Framework for Quality Management of E-commerce Websites
    Kotian, Harshita
    Meshram, B. B.
    2017 INTERNATIONAL CONFERENCE ON NASCENT TECHNOLOGIES IN ENGINEERING (ICNTE-2017), 2017,
  • [35] The Impact of Query Suggestion in E-Commerce Websites
    Lee, Alice
    Chau, Michael
    E-LIFE: WEB-ENABLED CONVERGENCE OF COMMERCE, WORK, AND SOCIAL LIFE, 2012, 108 : 248 - 254
  • [36] Research of E-commerce Negotiation Strategies on Genetic Algorithm
    Li XiaoBo
    MATERIALS SCIENCE AND INFORMATION TECHNOLOGY, PTS 1-8, 2012, 433-440 : 4020 - 4024
  • [37] USABILITY EVALUATION FRAMEWORK FOR E-COMMERCE WEBSITES
    Hasan, Layla
    Morris, Anne
    Probets, Steve
    ICEIS 2010: PROCEEDINGS OF THE 12TH INTERNATIONAL CONFERENCE ON ENTERPRISE INFORMATION SYSTEMS, VOL 5: HUMAN-COMPUTER INTERACTION, 2010, : 111 - 116
  • [38] Evaluating the sophistication of e-commerce websites in Barbados
    Walcott, Paul A.
    PROCEEDINGS OF THE 9TH WSEAS INTERNATIONAL CONFERENCE ON MATHEMATICAL AND COMPUTATIONAL METHODS IN SCIENCE AND ENGINEERING (MACMESE '07)/ DNCOCO '07, 2007, : 418 - 423
  • [39] Evaluation of Competitiveness of e-Commerce Websites in Kazakhstan
    Kanat, Gulnar
    Yang, Zhaoping
    Wang, Cuirong
    Akbar, Imanaly
    Mominov, Serik
    SUSTAINABILITY, 2024, 16 (24)
  • [40] A Study on Brand Equity of E-commerce Websites
    Jing, Ma
    EBM 2010: INTERNATIONAL CONFERENCE ON ENGINEERING AND BUSINESS MANAGEMENT, VOLS 1-8, 2010, : 5533 - 5535