본문 바로가기

국제저널

쓰기

 

Web Page Evaluation based on Implicit User Reactions and Neural Networks

byanonymous 2012.09.11 12:31
저자 Donghoon Lee, Jaekwang Kim, Hee-Hyong Lee 
논문지 International Journal of Fuzzy Logic and Intelligent Systems 
Vol. 12 
No. 2 
pp. 181-186 
게재일 2012-06-01 
This paper proposes a method for evaluating web pages by considering implicit user reaction on web pages. Usually users spend more time
and make more reactions, such as clicking, dragging and scrolling, while reading interesting pages. Based on this observation, a web page
evaluation method by observing implicit user reaction is proposed. The system is designed with Ajax for observing user reactions, and neural
networks for learning correlation between user reactions and usefulness of pages. The amounts of each type of user reactions are inputted to
neural networks. Also the numbers of characters and images of pages are used as inputs because the amount of users’ behaviors has a
tendency to increase as the length of pages increase. The experiment is conducted with 113 people and 74 pages. Each page is ranked by
users with a questionnaire. The proposed method shows more close ranking results to the user ranks than Google. That is, our system
evaluates web pages more closely to users’ viewpoint than Google. Although our experiment is limited, our result shows powerful potential
of new element for web page evaluation. Some approaches evaluate web pages with their contents and some evaluate web pages with
structural attributes, particularly links, of pages. Web page evaluation is for users, so the best evaluation can be done by users themselves. So,
user feedback is one of the most important factors for web page evaluation. This paper proposes a new method which reflects user feedbacks
on web pages.
목록

    2016

    2015

    2014

    2013

    2012

      An Auto Playlist Generation System with One Seed Song
      2012.03.19
      저자: Sung-Woo Bang, Hye-Wuk Jung, Jaekwang Kim, and Jee-Hyong Lee     논문지: International Journal of Fuzzy Logic and Intelligent Systems     Vol.: 10     No.: 1     pp.: 19-24     게재일: 2010-03-01    
이전 Prev 1 2 3 다음 Next