ONLINE WEB NAVIGATION ASSISTANT

被引:4
作者
Ali, N. M. [1 ,2 ]
Gadallah, A. M. [3 ]
Hefny, H. A. [1 ]
Novikov, B. A. [4 ]
机构
[1] St Petersburg State Univ, Dept Comp Sci, Fac Math & Mech, St Petersburg, Russia
[2] Port Said Univ, Port Said, Egypt
[3] Cairo Univ, Fac Grad Studies Stat Res, Dept Comp Sci, Giza, Egypt
[4] Natl Res Univ Higher Sch Econ, Dept Informat, St Petersburg, Russia
来源
VESTNIK UDMURTSKOGO UNIVERSITETA-MATEMATIKA MEKHANIKA KOMPYUTERNYE NAUKI | 2021年 / 31卷 / 01期
关键词
web mining; web personalization; link prediction; web usage mining; recommender systems; web log; web navigation assistant; RECOMMENDATION;
D O I
10.35634/vm210109
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The problem of finding relevant data while searching the internet represents a big challenge for web users due to the enormous amounts of available information on the web. These difficulties are related to the well-known problem of information overload. In this work, we propose an online web assistant called OWNA. We developed a fully integrated framework for making recommendations in real-time based on web usage mining techniques. Our work starts with preparing raw data, then extracting useful information that helps build a knowledge base as well as assigns a specific weight for certain factors. The experiments show the advantages of the proposed model against alternative approaches.
引用
收藏
页码:116 / 131
页数:16
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