Crowdsourcing Quality Control of Online Information: A Quality-Based Cascade Model

被引:0
|
作者
Fu, Wai-Tat [1 ]
Liao, Vera [1 ]
机构
[1] Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USA
关键词
Web quality; user reviews; information cascades; social dynamics;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
We extend previous cascade models of social influence to investigate how the exchange of quality information among users may moderate cascade behavior, and the extent to which it may influence the effectiveness of collective user recommendations on quality control of information. We found that while cascades do sometimes occur, their effects depend critically on the accuracies of individual quality assessments of information contents. Contrary to predictions of cascade models of information flow, quality-based cascades tend to reinforce the propagation of individual quality assessments rather than being the primary sources that drive the assessments. We found even small increase in individual accuracies will significantly improve the overall effectiveness of crowdsourcing quality control. Implication to domains such as online health information Web sites or product reviews are discussed.
引用
收藏
页码:147 / 154
页数:8
相关论文
共 50 条
  • [41] Quality-Based Explanations of Incumbency Effects
    Eggers, Andrew C.
    JOURNAL OF POLITICS, 2017, 79 (04): : 1315 - 1328
  • [42] Quality-based retrimming in the paper industry
    Harjunkoski, Iiro
    AT-AUTOMATISIERUNGSTECHNIK, 2008, 56 (02) : 98 - 105
  • [43] Quality-Based Behavior-Based Control for Autonomous Robots in Rough Environments
    Ropertz, Thorsten
    Wolf, Patrick
    Berns, Karsten
    ICINCO: PROCEEDINGS OF THE 14TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS - VOL 1, 2017, : 513 - 524
  • [44] Building quality-based views of the web
    Triolo, Enrico
    Polettini, Nicola
    Sona, Diego
    Avesani, Paolo
    AI(ASTERISK)IA 2007: ARTIFICIAL INTELLIGENCE AND HUMAN-ORIENTED COMPUTING, 2007, 4733 : 519 - 530
  • [45] Developing and managing a quality-based network
    Stump, MA
    MARKETING'S NEW REALITY: BUILDING BUSINESS IN HEALTHCARE'S MANAGED ENVIRONMENT - 1996 CONFERENCE DIGEST, 1996, : 4 - 5
  • [46] Developing the quality-based graduation of fuels
    Nils-Olof, Nylund
    Kai, Sipilä
    Tuula, Mäkinen
    Päivi, Aakko-Saksa
    VTT Tiedotteita - Valtion Teknillinen Tutkimuskeskus, 2010, (2528): : 1 - 217
  • [47] Quality-based flexibility in distributed objects
    Kanezuka, T
    Takizawa, M
    FIRST INTERNATIONAL SYMPOSIUM ON OBJECT-ORIENTED REAL-TIME DISTRIBUTED COMPUTING (ISORC '98), 1998, : 350 - 357
  • [48] Pyrethroid epidemiology: a quality-based review
    Burns, Carol J.
    Pastoor, Timothy P.
    CRITICAL REVIEWS IN TOXICOLOGY, 2018, 48 (04) : 297 - 311
  • [49] Content Identification and Quality-Based Ranking
    Nickel, C. (alexander.nouak@igd.fraunhofer.de), 1600, Springer Verlag (39):
  • [50] Quality-based purchasing in health care
    Waters, HR
    Morlock, LL
    Hatt, L
    INTERNATIONAL JOURNAL OF HEALTH PLANNING AND MANAGEMENT, 2004, 19 (04): : 365 - 381