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

机译:通过向用户提供反馈信息,减轻Web服务中的闪存人群

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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.
机译:“Flash Crowd”一词描述了大量用户同时访问Web服务的情况。特别是闪存人群是构成电子商务应用中的关键问题,因为巨大的经济损害以及管理困难。根据用户的行为,闪存人群可能会变得更加严重。发生闪存人群时,服务器响应的延迟可能导致用户重新发送其请求,从而添加到服务器加载。在本文中,我们建议使用用户的心理因素进行闪存人群缓解。我们的目标是通过呈现反馈信息来分析用户行为的变化。为了评估所提出的方法,我们进行了主题实验和压力测试。主题实验表明,通过提供反馈信息,平均请求重传的次数从1.33降至0.09,并且放弃服务的受试者从81%降低到0%。这确实证实,反馈信息在对请求的放弃和重传方面影响用户行为是有效的。压力测试表明,平均重传次数减少了41%,弃置比例降低了30%。这些结果表明,反馈信息的呈现可以减轻真实网站中的闪存人群造成的损害,尽管效果有限。所提出的方法可以与传统方法结合使用以处理闪光人群。

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