DocumentCode :
730
Title :
Facilitating Effective User Navigation through Website Structure Improvement
Author :
Min Chen ; Ryu, Y.U.
Author_Institution :
Sch. of Manage., George Mason Univ., Fairfax, VA, USA
Volume :
25
Issue :
3
fYear :
2013
fDate :
Mar-13
Firstpage :
571
Lastpage :
588
Abstract :
Designing well-structured websites to facilitate effective user navigation has long been a challenge. A primary reason is that the web developers´ understanding of how a website should be structured can be considerably different from that of the users. While various methods have been proposed to relink webpages to improve navigability using user navigation data, the completely reorganized new structure can be highly unpredictable, and the cost of disorienting users after the changes remains unanalyzed. This paper addresses how to improve a website without introducing substantial changes. Specifically, we propose a mathematical programming model to improve the user navigation on a website while minimizing alterations to its current structure. Results from extensive tests conducted on a publicly available real data set indicate that our model not only significantly improves the user navigation with very few changes, but also can be effectively solved. We have also tested the model on large synthetic data sets to demonstrate that it scales up very well. In addition, we define two evaluation metrics and use them to assess the performance of the improved website using the real data set. Evaluation results confirm that the user navigation on the improved structure is indeed greatly enhanced. More interestingly, we find that heavily disoriented users are more likely to benefit from the improved structure than the less disoriented users.
Keywords :
Internet; Web sites; data handling; mathematical programming; Web developers; Website structure improvement; facilitating effective user navigation; mathematical programming model; relink webpages; synthetic data sets; Data mining; Data models; Information retrieval; Mathematical model; Mathematical programming; Navigation; Search methods; Web pages; Website design; mathematical programming; user navigation; web mining;
fLanguage :
English
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1041-4347
Type :
jour
DOI :
10.1109/TKDE.2011.238
Filename :
6086540
Link To Document :
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