Game theoretic analysis of ideologically biased clickbait or fake news and real news

IF 0.7 Q4 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
K. Hausken
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引用次数: 4

Abstract

A decision and game theoretic model is developed for how one and two news organisations strike balances between producing clickbait or fake news, and real news. Each news organisation seeks to attract gullible consumers who consume more clickbait or fake news than real news, and non-gullible consumers who conscientiously consume only real news. Increasing a news organisation budget results in obtaining both more clickbait or fake news, and more real news. More clickbait or fake news is produced if the news organisation’s unit cost of effort to produce real news, the production efficiency for clickbait or fake news, and the fraction of consumers consuming clickbait or fake news, increase. In contrast, less clickbait or fake news is produced if a news organisation’s unit cost of effort to produce clickbait or fake news, and the production efficiency for real news, increase, and the gullible consumers consume real news with a higher frequency. Lower unit effort costs and higher budget and production efficiencies cause higher utility for a news organisation and lower utility for the competing news organisation. Higher weight assigned to the contest over clickbait or fake news induces both news organisations to exert higher effort to produce clickbait or fake news. When the gullible consumers of a news organisation consume a relatively large amount of real news in comparison to the consumers of another news organisation, then the first news organisation exerts higher effort to produce real news and obtains higher utility than the other news organisation.
意识形态偏见的标题党或假新闻与真实新闻的博弈论分析
一个决策和博弈论模型被开发出来,用于研究一个和两个新闻机构如何在生产标题党或假新闻与真实新闻之间取得平衡。每个新闻机构都试图吸引轻信的消费者,这些消费者消费更多的标题党或假新闻,而不是真正的新闻,以及不轻信的消费者,他们认真地只消费真正的新闻。增加新闻机构的预算会导致获得更多的标题党或假新闻,以及更多的真实新闻。如果新闻机构生产真实新闻的单位努力成本、标题党或假新闻的生产效率以及消费标题党或假新闻的消费者比例增加,就会生产更多的标题党或假新闻。相反,如果新闻机构生产标题党或假新闻的单位努力成本和真实新闻的生产效率提高,容易上当受骗的消费者消费真实新闻的频率更高,那么标题党或假新闻的生产就会减少。较低的单位工作成本和较高的预算和生产效率会导致新闻机构的效用较高,而竞争新闻机构的效用较低。对标题党或假新闻的竞争赋予更高的权重,会促使两家新闻机构都更努力地生产标题党或假新闻。当一个新闻机构的易受骗消费者比另一个新闻机构的消费者消费更多的真实新闻时,那么第一个新闻机构比另一个新闻机构付出更大的努力来生产真实新闻,从而获得更高的效用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Operations Research and Decisions
Operations Research and Decisions OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
1.00
自引率
25.00%
发文量
16
审稿时长
15 weeks
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