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Mar, 2023
不确定性决策: 超越概率
Decision-Making Under Uncertainty: Beyond Probabilities
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Thom Badings, Thiago D. Simão, Marnix Suilen, Nils Jansen
TL;DR
本文综述了决策制定中的不确定性状态,并关注走在经典解释之外的不确定性,尤其是区分了可变性不确定性和认知不确定性。作者提供了多种解决方案,包括离散和连续模型,从正式验证、控制抽象到强化学习, 以优秀解法应对认知不确定性, 并列举和讨论了处理丰富类型不确定性时出现的重要挑战。
Abstract
This position paper reflects on the state-of-the-art in
decision-making
under
uncertainty
. A classical assumption is that probabilities can sufficiently capture all
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