A cognitive model of the web user

被引:1
|
作者
Roman, Pablo E. [1 ]
Velasquez, Juan D. [1 ]
机构
[1] Dept Ind Engn, Santiago, Chile
关键词
NEURONS;
D O I
10.3233/978-1-61499-105-2-605
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The present work describes a novel approach by applying a neurophysiological theory of decision making for describing web user browsing behavior. A dynamic stochastic model of the decision making process is proposed. Such a model is based on the Leaky Competing Accumulator (LCA) model of neurophysiology. It describes the neural activity of different brain regions during the subject resolution of the decision, by means of a stochastic process that evolves until an activity reaches a given threshold that fires the decision. Such a class of stochastic processes applied to decision making has been experimentally studied for nearly forty years. In this context, a web user is confronted with deciding which link to follow according to his/her own purposes, and the process is repeated again for each visited page until leaving the web site. The parameters of the model are adjusted by means of the maximum likelihood method, using the observed sequences of pages and the time spent on each of them. It has been observed that nearly 73% of the real distribution is recovered by this method.
引用
收藏
页码:605 / 614
页数:10
相关论文
共 50 条
  • [31] A new measure model for web user's interestingness
    Huang, Long-jun
    Guo, Bin
    Lei, Gang
    Qin, Lei
    INFORMATION, MANAGEMENT AND ALGORITHMS, VOL II, 2007, : 145 - 148
  • [32] A Web recommendation method based on user interest model
    Yang, Zhen-Gang
    Deng, Fei-Qi
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2006, : 4536 - +
  • [33] A User-Oriented Web Service Reliability Model
    Li, Bixin
    Su, Zhiyong
    Zhou, Ying
    Gong, Xufang
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), VOLS 1-6, 2008, : 3611 - 3616
  • [34] Cognitive model for web based hypertext comprehension
    Protopsaltis, A
    Bouki, V
    Proceedings of the IASTED International Conference on Web-Based Education, 2004, : 604 - 606
  • [35] A System to Construct an Interest Model of User Based on Information in Browsed Web Page by User
    Kawazu, Kosuke
    Murao, Masakazu
    Ohta, Takeru
    Mase, Masayoshi
    Maeno, Takashi
    HUMAN-COMPUTER INTERACTION, PT III: AMBIENT, UBIQUITOUS AND INTELLIGENT INTERACTION, 2009, 5612 : 304 - +
  • [36] TSS: A Primary User Mobility model in Cognitive Internet
    Zhang, Neng
    Guan, Jianfeng
    Xu, Changqiao
    Zhang, Hongke
    2013 SEVENTH INTERNATIONAL CONFERENCE ON INNOVATIVE MOBILE AND INTERNET SERVICES IN UBIQUITOUS COMPUTING (IMIS 2013), 2013, : 563 - 567
  • [37] User cognitive representations: The case for an object oriented model
    Krovi, R
    Chandra, A
    JOURNAL OF SYSTEMS AND SOFTWARE, 1998, 43 (03) : 165 - 176
  • [38] Web user profiling using non-violative model
    Chen Jiu-jun
    Gao Ji
    Proceedings of 2004 Chinese Control and Decision Conference, 2004, : 645 - 648
  • [39] Data Mapping Model for User Programmable Web -based Mashup
    Lee, Eunjung
    Joo, Hyung-Ju
    Seo, Kyong-Jin
    INFORMATION VALUE MANAGEMENT, FUTURE TRENDS OF MODEL-DRIVEN DEVELOPMENT, RECENT TRENDS IN SOA BASED INFORMATION SYSTEMS AND MODELLING AND SIMULATION, VERIFICATION AND VALIDATION OF ENTERPRISE INFORMATION SYSTEMS, 2011, : 41 - 48
  • [40] User profile management: reference model and web services implementation
    Ma, Zhongxu
    Silver, Daniel L.
    Shakshuki, Elhadi M.
    INTERNATIONAL JOURNAL OF WEB AND GRID SERVICES, 2010, 6 (01) : 1 - 34