机器人咨询:少AI多XAI?

Milo Bianchi, M. Brière
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引用次数: 5

摘要

我们首先考虑学术界和工业界对机器人顾问感兴趣的一些关键原因。我们讨论了机器人咨询如何潜在地解决投资者决策以及传统金融咨询中的一些基本问题。然后,我们继续讨论一些关于机器人建议未来的持续问题。首先,人工智能(AI)在机器人咨询中扮演的角色,以及应该扮演的角色。其次,机器人建议的个性化应该走多远。第三,如何产生和维持对自动化金融建议的信任。第四,机器人是否被视为人类决策的补充或替代品。我们的结论概述了对下一代机器人顾问可能是什么样子的一些想法。我们强调了可解释人工智能的最新见解的重要性,以及将新形式的人工智能应用于金融服务将如何从引入经济学和心理学的见解中受益,以设计有效的人/机器人交互。
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Robo-Advising: Less AI and More XAI?
We start by considering some of the key reasons behind the academic and industry interest in robo-advisors. We discuss how robo-advice could potentially address some fundamental problems in investors’ decision making as well as in traditional financial advice. We then move on to some of the ongoing issues regarding the future of robo-advice. Firstly, the role Artificial Intelligence (AI) plays, and should play, in robo-advice. Secondly, how far should the personalisation of robo-advice recommendations go. Third, how trust in automated financial advice can be generated and maintained. Fourth, whether robots are perceived as complements or substitutes to human decision-making. Our conclusion outlines some thoughts on what the next generation of robo-advisors might look like. We highlight the importance of recent insights in Explainable AI and how new forms of AI applied to financial services would benefit from importing insights from economics and psychology to design effective human/robot interaction.
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