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Mitigation of Flash Crowd in Web Services By Providing Feedback Information to Users

Harumasa TADA, Masayuki MURATA, Masaki AIDA

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Summary :

The term “flash crowd” describes a situation in which a large number of users access a Web service simultaneously. Flash crowds, in particular, constitute a critical problem in e-commerce applications because of the potential for enormous economic damage as well as difficulty in management. Flash crowds can become more serious depending on users' behavior. When a flash crowd occurs, the delay in server response may cause users to retransmit their requests, thereby adding to the server load. In the present paper, we propose to use the psychological factors of the users for flash crowd mitigation. We aim to analyze changes in the user behavior by presenting feedback information. To evaluate the proposed method, we performed subject experiments and stress tests. Subject experiments showed that, by providing feedback information, the average number of request retransmissions decreased from 1.33 to 0.09, and the subjects that abandoned the service decreased from 81% to 0%. This confirmed that feedback information is effective in influencing user behavior in terms of abandonment and retransmission of requests. Stress tests showed that the average number of retransmissions decreased by 41%, and the proportion of abandonments decreased by 30%. These results revealed that the presentation of feedback information could mitigate the damage caused by flash crowds in real websites, although the effect is limited. The proposed method can be used in conjunction with conventional methods to handle flash crowds.

Publication
IEICE TRANSACTIONS on Information Vol.E104-D No.1 pp.63-75
Publication Date
2021/01/01
Publicized
2020/09/18
Online ISSN
1745-1361
DOI
10.1587/transinf.2020MPP0003
Type of Manuscript
Special Section PAPER (Special Section on Empirical Software Engineering)
Category

Authors

Harumasa TADA
  Kyoto University of Education
Masayuki MURATA
  Osaka University
Masaki AIDA
  Tokyo Metropolitan University

Keyword