Characterizing Web usage regularities with information foraging agents

被引:39
作者
Liu, JM [1 ]
Zhang, SW
Yang, J
机构
[1] Hong Kong Baptist Univ, Dept Comp Sci, Kowloon, Hong Kong, Peoples R China
[2] Univ Sci & Technol China, Dept Precis Machinery & Instrumentat, Hefei 230026, Anhui, Peoples R China
关键词
Web log; Web mining; power law; regularities; user behavior; decision models; information foraging; autonomous agents; agent-based simulation;
D O I
10.1109/TKDE.2004.1277818
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Researchers have recently discovered several interesting, self-organized regularities from the World Wide Web, ranging from the structure and growth of the Web to the access patterns in Web surfing. What remains to be a great challenge in Web log mining is how to explain user behavior underlying observed Web usage regularities. In this paper, we will address the issue of how to characterize the strong regularities in Web surfing in terms of user navigation strategies, and present an information foraging agent-based approach to describing user behavior. By experimenting with the agent-based decision models of Web surfing, we aim to explain how some Web design factors as well as user cognitive factors may affect the overall behavioral patterns in Web usage.
引用
收藏
页码:566 / 584
页数:19
相关论文
共 51 条
[1]  
Adamic LA., 2000, Q J ELECT COMMERCE, V1, P5, DOI [DOI 10.2139/SSRN.166108, 10.2139/ssrn.166108]
[2]  
ADAMIC LA, 1999, EMERGENCE SCALING RA, V286, P509
[3]  
ADAR E, 1999, EC SURFING
[4]   Internet -: Diameter of the World-Wide Web [J].
Albert, R ;
Jeong, H ;
Barabási, AL .
NATURE, 1999, 401 (6749) :130-131
[5]  
[Anonymous], P 8 INT FUZZ SYST AS
[6]  
[Anonymous], 2000, ACM SIGMOD WORKSHOP
[7]  
[Anonymous], 1949, Human behaviour and the principle of least-effort
[8]  
ARLITT MF, 1996, P ACM SIGMETRICS 96, P126, DOI DOI 10.1145/233013.233034
[9]   Scale-free characteristics of random networks:: the topology of the World-Wide Web [J].
Barabási, AL ;
Albert, R ;
Jeong, H .
PHYSICA A, 2000, 281 (1-4) :69-77
[10]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512