Combining Browsing Behaviors and Page Contents for Finding User Interests

被引：1

作者：

Li, Fang ^{[1
]}

Li, Yihong ^{[1
]}

Wu, Yanchen ^{[1
]}

Zhou, Kai ^{[1
]}

Li, Feng ^{[1
]}

Wang, Xingguang ^{[1
]}

Liu, Benjamin ^{[1
]}

机构：

[1] Shanghai Jiao Tong Univ, Dept Comp Sci & Engn, Shanghai, Peoples R China

来源：

AUTONOMOUS SYSTEMS - SELF-ORGANIZATION, MANAGEMENT, AND CONTROL | 2008年

关键词：

D O I：

10.1007/978-1-4020-8889-6_16

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

This paper proposes a system for finding a user's interests based on his browsing behaviors and the contents of his visited pages. An advanced client browser plug-in is implemented to track the user browsing behaviors and collect the information about the web pages that he has viewed. We develop a user-interest model in which user interests can be inferred by clustering and summarization the viewed page contents. The corresponding degree of his interest can be calculated based on his browsing behaviors and histories. The calculation for the interested degree is based on Gaussian process regression model which captures the relationship between a user's browsing behaviors and his interest to a web page. Experiments show that the system can find the user interests automatically and dynamically.

引用

页码：149 / 156

页数：8

共 47 条

[1] Mining browsing user interests through user-recommender interaction
Dong, Xinling
Zhang, Hengru
Dong, Ji
Min, Fan
[J]. Journal of Computational Information Systems, 2015, 11 (11): : 4101 - 4111
[2] Modeling user interests from web browsing activities
Fabio Gasparetti
[J]. Data Mining and Knowledge Discovery, 2017, 31 : 502 - 547
[3] Modeling user interests from web browsing activities
Gasparetti, Fabio
[J]. DATA MINING AND KNOWLEDGE DISCOVERY, 2017, 31 (02) : 502 - 547
[4] Page Interest Estimation Based on the User's Browsing Behavior
Li, Yan
Feng, Bo-qin
Wang, Feng
[J]. ICIC 2009: SECOND INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTING SCIENCE, VOL 1, PROCEEDINGS: COMPUTING SCIENCE AND ITS APPLICATION, 2009, : 258 - +
[5] A Novel Page Ranking Mechanism Based on User Browsing Patterns
Sethi, Shilpa
Dixit, Ashutosh
[J]. SOFTWARE ENGINEERING (CSI 2015), 2019, 731 : 37 - 49
[6] User preference matching for smart browsing of media contents
Icoglu, O
Erdogan, Y
Gunsel, B
Tekalp, AM
[J]. STORAGE AND RETRIEVAL FOR MEDIA DATABASES 2001, 2001, 4315 : 330 - 340
[7] SWAMI: A Multiagent, Active Representation of a User's Browsing Interests
Kilfoil, Mark
Ghorbani, Ali
[J]. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY AND WEB ENGINEERING, 2009, 4 (03) : 1 - 24
[8] Method for user browsing behavior modeling based on web page metadata
Du, Jin
Liu, Jun
Zheng, Qinghua
Ding, Jiao
Gong, Zhiyong
Han, Dianzhe
[J]. Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2008, 42 (02): : 152 - 155
[9] Collaborative Web browsing based on semantic extraction of user interests with bookmarks
Jung, JJ
[J]. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2005, 11 (02) : 213 - 228
[10] Exploiting user interests to characterize navigational patterns in web browsing assistance
Godoy, Daniela
Amandi, Analia
[J]. NEW GENERATION COMPUTING, 2008, 26 (03) : 259 - 275

← 1 2 3 4 5 →