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引用次数: 0

摘要

算法厌恶是指人类倾向于抵制使用算法来辅助决策的现象,这种厌恶已经影响了部署算法的自动驾驶汽车的应用和推广。本文将首先简要回顾算法厌恶的研究,主要参考Burton, Stein和Jensen在2020年的文献综述,探讨自动驾驶汽车行业缓解算法厌恶的三个原因和一般解决方案,并偶尔以特斯拉公司的案例为例进行详细解释。然后,文章提出了自动驾驶汽车公司可以采取的几项政策,以缓解算法厌恶可能带来的销售下降和客户投诉等影响,并提出了一个实验来验证这些政策是否合理可行,最后讨论了提案和本文的局限性以及未来可以做的一些工作。
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Algorithm Aversion and Self-driving Cars
Algorithm aversion is the phenomenon that humans tend to resist using algorithms for assisting decision-making, and this aversion has affected the application and spreading of autonomous vehicles, which deploy algorithms. This paper will at first shortly review the researches about algorithm aversion, by mainly referring to the literature review by Burton, Stein and Jensen’s in 2020, to address three causes and general solutions for autonomous vehicles industry to alleviate algorithm aversion, the case of Tesla company will occasionally be taken as an example to make detail explanation. Then the article suggests several policies that self-driving car companies can adopt to alleviate influences such as possible sales decline and customers' complaints brought by algorithm aversion, then propose an experiment to verify if these policies are reasonable and feasible, and will finally discuss the limitations of the proposal and this paper and some works that can be done in the future.
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