User Characteristics Acquisition from Logs with Semantics.
作者： Mária Bieliková , Michal Tvarozek , Anton Andrejko , Michal Barla
DOI:
关键词: User agent 、 Computer science 、 Database 、 User requirements document 、 Data collection 、 Information system 、 Human–computer interaction 、 User modeling 、 User identifier 、 Semantics 、 Order (business)
摘要: IVIany current web-based information systems need to adapt individual user characteristics in order streamline common tasks and enable users use them efficiently. In this paper we describe an approach acquisition based on automatic analysis of behavior thus minimizing the amount necessary involvement. We stress importance appropriate data collection propose a novel logging, which preserve semantics logged evelrts. This has significant inrpact successive log analysis, focuses estimation from navigation.
参考文章(9)
Alfred Kobsa, Wolfgang Pohl, Oliver Kutter, USER MODEL ACQUISITION HEURISTICS BASED ON DIALOGUE ACTS ,(1995)
Tomáš Horváth, Peter Vojtáš, Ordinal Classification with Monotonicity Constraints Advances in Data Mining. Applications in Medicine, Web Mining, Marketing, Image and Signal Mining. pp. 217- 225 ,(2006) , 10.1007/11790853_17
Douglas W Oard, Jinmook Kim, Implicit Feedback for Recommender Systems pp. 81- ,(1998)
Magdalini Eirinaki, Michalis Vazirgiannis, Web mining for web personalization ACM Transactions on Internet Technology. ,vol. 3, pp. 1- 27 ,(2003) , 10.1145/643477.643478
Michal Tury, Mária Bieliková, An approach to detection ontology changes Workshop proceedings of the sixth international conference on Web engineering - ICWE '06. pp. 14- ,(2006) , 10.1145/1149993.1150009
Ed H. Chi, Peter Pirolli, Kim Chen, James Pitkow, Using information scent to model user information needs and actions and the Web Proceedings of the SIGCHI conference on Human factors in computing systems - CHI '01. pp. 490- 497 ,(2001) , 10.1145/365024.365325
K.D. Fenstermacher, M. Ginsburg, Mining client-side activity for personalization international workshop on advanced issues of e commerce and web based information systems wecwis. pp. 205- 212 ,(2002) , 10.1109/WECWIS.2002.1021260
Zhixiang Chen, Ada Wai-Chee Fu, Frank Chi-Hung Tong, Optimal Algorithms for Finding User Access Sessions from Very Large Web Logs World Wide Web. ,vol. 6, pp. 259- 279 ,(2003) , 10.1023/A:1024606901978
Qiong Luo, Hongjun Lu, Yeukkiu Shun, Extending a Web Browser with client-side mining Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). ,vol. 2642, pp. 166- 177 ,(2003)