Title :
Using Sequence Analysis to Classify Web Usage Patterns across Websites
Author :
Jiang, Qiqi ; Tan, Chuan-Hoo ; Phang, Chee Wei ; Wei, Kwok Kee
Author_Institution :
Dept. of Inf. Syst., City Univ. of Hong Kong, Hong Kong, China
Abstract :
This study applies sequence analysis to identify the distinct web browsing patterns based on 200 China users´ 30-days web usage. Our results reveal four key, unique web navigation behavior categories, namely search-information browsing, social-information browsing, ecommerce-information browsing, and direct browsing. Of these, the ratio of ecommerce activities in the social-information cluster is higher than the others, with the exception of the ecommerce-information cluster. To test the robustness of the proposed method based on our classification, we also summarize the characteristics of each category after they were segmented according to two demographic indicators, i.e. gender and occupation. Different online shopping behaviors are also discussed through the proposed classified groups. Complementing the extant methods which are based on within-website categorization of consumers, the demonstration of the sequence analysis application to e-commerce affords a deeper, integrated understanding of an individual´s online activity and behavior (i.e., navigation across multiple websites).
Keywords :
Web sites; customer relationship management; electronic commerce; gender issues; pattern classification; retail data processing; social aspects of automation; China users; Web browsing patterns; Web navigation behavior categories; Web sites; Web usage pattern classification; demographic indicators; direct browsing; ecommerce-information browsing; ecommerce-information cluster; gender; occupation; online shopping behaviors; search-information browsing; sequence analysis; social-information browsing; social-information cluster; within-Web site categorization; Business; Internet; Matrices; Media; Navigation; Portals; Sequences;
Conference_Titel :
System Science (HICSS), 2012 45th Hawaii International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4577-1925-7
Electronic_ISBN :
1530-1605
DOI :
10.1109/HICSS.2012.631