Content Filtering with Inattentive Information Consumers

被引:0
|
作者
Ball, Ian [1 ]
Bono, James [2 ]
Grana, Justin [3 ]
Immorlica, Nicole [4 ]
Lucier, Brendan [4 ]
Slivkins, Aleksandrs [5 ]
机构
[1] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] Microsoft, 1 Microsoft Way, Redmond, WA 98052 USA
[3] Edge & Node, Remote Only, San Francisco, CA 94104 USA
[4] Microsoft Res, 1 Mem Dr, Cambridge, MA 02142 USA
[5] Microsoft Res, 300 Lafayette St, New York, NY 10012 USA
关键词
RATIONAL INATTENTION; EQUILIBRIUM; NEWS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
I We develop a model of content filtering as a game between the filter and the content consumer, where the latter incurs information costs for examining the content. Motivating examples include censoring misinformation, spam/phish filtering, and recommender systems acting on a stream of content. When the attacker is exogenous, we show that improving the filter's quality is weakly Pareto improving, but has no impact on equilibrium payoffs until the filter becomes sufficiently accurate. Further, if the filter does not internalize the consumer's information costs, its lack of commitment power may render it useless and lead to inefficient outcomes. When the attacker is also strategic, improvements in filter quality may decrease equilibrium payoffs.
引用
收藏
页码:9485 / 9493
页数:9
相关论文
共 50 条
  • [41] DRUG INFORMATION FOR CONSUMERS
    TALLEY, CR
    [J]. AMERICAN JOURNAL OF HOSPITAL PHARMACY, 1980, 37 (09): : 1195 - 1195
  • [42] Risks of content filtering
    Neumann, PG
    Weinstein, L
    [J]. COMMUNICATIONS OF THE ACM, 1999, 42 (11) : 152 - 152
  • [43] Web Content Filtering
    Gomez Hidalgo, Jose Maria
    Puertas Sanz, Enrique
    Carrero Garcia, Francisco
    De Buenaga Rodriguez, Manuel
    [J]. ADVANCES IN COMPUTERS: SOCIAL NETWORKING AND THE WEB, VOL 76, 2009, 76 : 257 - 306
  • [44] Content and Face Validity of the Evaluation Tool of Health Information for Consumers (ETHIC): Getting Health Information Accessible to Patients and Citizens
    Cocchi, Simone
    Cipolat Mis, Chiara
    Mazzocut, Mauro
    Barbieri, Irene
    Bassi, Maria Chiara
    Cavuto, Silvio
    Di Leo, Silvia
    Miraglia Raineri, Alessandra
    Cafaro, Valentina
    [J]. HEALTHCARE, 2023, 11 (08)
  • [45] Commercials as Content:Will Consumers Watch?
    Brian Morrissey
    [J]. 成功营销, 2008, (01) : 70 - 71
  • [46] Digital Content Contracts for Consumers
    Helberger, N.
    Loos, M. B. M.
    Guibault, Lucie
    Mak, Chantal
    Pessers, Lodewijk
    [J]. JOURNAL OF CONSUMER POLICY, 2013, 36 (01) : 37 - 57
  • [47] Filtering strategy on affine invariant feature detecting based on information content and distribution constraints
    Cheng, Liang
    Gong, Jianya
    Han, Peng
    Cai, Lei
    [J]. MIPPR 2007: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS; AND MULTISPECTRAL IMAGE ACQUISITION, PTS 1 AND 2, 2007, 6786
  • [48] INCREASING THE FISHER INFORMATION CONTENT IN THE MATTER POWER SPECTRUM BY NONLINEAR WAVELET WIENER FILTERING
    Zhang, Tong-Jie
    Yu, Hao-Ran
    Harnois-Deraps, Joachim
    MacDonald, Ilana
    Pen, Ue-Li
    [J]. ASTROPHYSICAL JOURNAL, 2011, 728 (01):
  • [49] Enriching one-class collaborative filtering with content information from social media
    Ting Yuan
    Jian Cheng
    Xi Zhang
    Qinshan Liu
    Hanqing Lu
    [J]. Multimedia Systems, 2016, 22 : 51 - 62
  • [50] Enriching one-class collaborative filtering with content information from social media
    Yuan, Ting
    Cheng, Jian
    Zhang, Xi
    Liu, Qinshan
    Lu, Hanqing
    [J]. MULTIMEDIA SYSTEMS, 2016, 22 (01) : 51 - 62