首页|算法欣赏VS算法厌恶:短视频智能推荐下的用户"算法悖论"

算法欣赏VS算法厌恶:短视频智能推荐下的用户"算法悖论"

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[研究目的]探寻用户在使用人工智能推荐服务时算法厌恶态度与持续使用行为相悖的现象,有助于企业理解用户的算法厌恶效应,优化短视频平台的人工智能推荐服务.[研究方法]基于社会交换理论和技术接受理论,从算法欣赏和算法厌恶的角度构建算法悖论理论模型,采用结构方程模型(SEM)和模糊集定性比较分析(fsQCA)对研究模型进行实证分析.[研究结论]结果发现,短视频平台智能服务中存在用户算法厌恶态度与持续使用行为相悖的"算法悖论"现象.用户通过权衡感知利益和风险来决定持续使用行为,且感知利益可以通过算法欣赏积极影响持续使用行为,而算法厌恶对持续使用行为的影响作用微弱且不显著;平台依赖负向调节算法厌恶与持续使用行为之间的负相关关系,乐观偏差的调节作用不显著;fsQCA分析进一步发现,算法悖论的产生路径可以分为感知利益与风险权衡分析和理性与非理性双重因素驱动两种模式.研究结果为短视频平台中算法悖论现象产生机制提供了理论解释,为优化人工智能推荐在短视频平台的应用提供借鉴.
Algorithm Appreciation VS Algorithm Aversion?A Study of User"Algorithm Paradox"Under Short Video Intelligent Recommendation
[Research purpose]To explore the phenomenon that the algorithm aversion attitude of users is inconsistent with the continuous use behavior when using artificial intelligence recommendation service,which is helpful for enterprises to understand the algorithm aversion effect of users and optimize the artificial intelligence recommendation service of short video platform.[Research method]Based on social exchange theory and technology acceptance theory,a theoretical model of algorithm paradox was constructed from the perspectives of algo-rithm appreciation and algorithm aversion.Structural Equation Model(SEM)and fuzzy set qualitative comparative analysis(fsQCA)were used to empirically analyze the research model.[Research conclusion]The results show that there is an"algorithm paradox"phe-nomenon in the intelligent service of short video platform,which is contrary to the user's algorithm aversion attitude and continuous use be-havior.Users decide the persistent use behavior by weighing perceived benefits and risks,and the perceived benefits can positively affect the persistent use behavior through the algorithm appreciation,while the algorithm aversion has a weak and insignificant effect on the per-sistent use behavior.The platform relies on the negative correlation between aversion and persistent use behavior,and the moderating effect of optimism bias is not significant.fsQCA analysis further found that the generation path of algorithm paradox can be divided into two modes:perceived benefit and risk balance analysis and rational and irrational factors.The research results provide a theoretical explanation for the mechanism of algorithm paradox in short video platforms,and provide a reference for optimizing the application of artificial intelli-gence recommendation in short video platforms.

short videoartificial intelligencealgorithm paradoxalgorithm aversioncontinuance usage behavior

乐承毅、王子鑫、孔维伟

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华东交通大学经济管理学院 南昌 330013

宁波大学商学院 宁波 315211

短视频 人工智能 算法悖论 算法厌恶 持续使用行为

国家自然科学基金项目国家自然科学基金项目

7216101371761012

2024

情报杂志
陕西省科学技术信息研究所

情报杂志

CSTPCDCSSCICHSSCD北大核心
影响因子:1.502
ISSN:1002-1965
年,卷(期):2024.43(8)
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