Mitigation of Flash Crowd in Web Services By Providing Feedback Information to Users
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 cr...
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Veröffentlicht in: | IEICE Transactions on Information and Systems 2021/01/01, Vol.E104.D(1), pp.63-75 |
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creator | TADA, Harumasa MURATA, Masayuki AIDA, Masaki |
description | 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. |
doi_str_mv | 10.1587/transinf.2020MPP0003 |
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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. 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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.</description><subject>cloud computing</subject><subject>Damage</subject><subject>Feedback</subject><subject>Internet service providers</subject><subject>Psychological factors</subject><subject>stress test</subject><subject>User behavior</subject><subject>web application</subject><subject>Web services</subject><subject>Websites</subject><issn>0916-8532</issn><issn>1745-1361</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><recordid>eNpNkM1OAjEUhRujiYi-gYsmrgfb6XRmWCqCkkAkCnHZ9G-gCC22BcPbO2YEWZ27ON-59x4AbjHqYFoW99FzG4ytOilK0XgyQQiRM9DCRUYTTHJ8Dlqoi_OkpCS9BFchLBHCZYppC0zHJpo5j8ZZ6Co4WPGwgD3vvhU0Fn5oAd-13xmpA3zcw4l3O6OMncOB1kpw-QmHtnJ-3QREB2dB-3ANLiq-CvrmT9tgNuhPey_J6PV52HsYJZLiPCY0IxUSvD6lErlWOREZR7JLCMVa1JojwgtEdck5lVh0sZRKCyVQIZRStaEN7prcjXdfWx0iW7qtt_VKlmb183mRlbh2ZY1LeheC1xXbeLPmfs8wYr_9sUN_7KS_GntrsGWIfK6PEPfRyJX-h_oYZeyJ4cNwEnI0ywX3TFvyAxLag5U</recordid><startdate>20210101</startdate><enddate>20210101</enddate><creator>TADA, Harumasa</creator><creator>MURATA, Masayuki</creator><creator>AIDA, Masaki</creator><general>The Institute of Electronics, Information and Communication Engineers</general><general>Japan Science and Technology Agency</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>8FD</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope></search><sort><creationdate>20210101</creationdate><title>Mitigation of Flash Crowd in Web Services By Providing Feedback Information to Users</title><author>TADA, Harumasa ; MURATA, Masayuki ; AIDA, Masaki</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c516t-543f0ba018fb6ed63b4a0c93351ebc93603a705e8aa5c1b91ccdebdb07bdddc93</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>cloud computing</topic><topic>Damage</topic><topic>Feedback</topic><topic>Internet service providers</topic><topic>Psychological factors</topic><topic>stress test</topic><topic>User behavior</topic><topic>web application</topic><topic>Web services</topic><topic>Websites</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>TADA, Harumasa</creatorcontrib><creatorcontrib>MURATA, Masayuki</creatorcontrib><creatorcontrib>AIDA, Masaki</creatorcontrib><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Technology Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><jtitle>IEICE Transactions on Information and Systems</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>TADA, Harumasa</au><au>MURATA, Masayuki</au><au>AIDA, Masaki</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Mitigation of Flash Crowd in Web Services By Providing Feedback Information to Users</atitle><jtitle>IEICE Transactions on Information and Systems</jtitle><addtitle>IEICE Trans. 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subjects | cloud computing Damage Feedback Internet service providers Psychological factors stress test User behavior web application Web services Websites |
title | Mitigation of Flash Crowd in Web Services By Providing Feedback Information to Users |
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