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2022-03-28
摘要翻译:
本文提出了半有限理性理论,作为有限理性理论的推广。特别地,提出了一个决策过程包含两个组成部分,这是关联机,它估计缺失值,和因果机,它联系原因和结果。理性决策涉及到使用几乎总是不完美和不完整的信息,以及一些智能机器,如果它是人,是不一致的决策。在有限理性理论中,这种决策是不考虑所要使用的信息是不完整和不完善的,人脑是不一致的,因此这种决策是在这些限制的范围内做出的。在半有限理性理论中,利用信号处理来滤除信息中的噪声和离群点,利用相关机来弥补缺失的信息,利用人工智能来做出更加一致的决策。
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英文标题:
《Semi-bounded Rationality: A model for decision making》
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作者:
Tshilidzi Marwala
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最新提交年份:
2013
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分类信息:

一级分类:Computer Science        计算机科学
二级分类:Artificial Intelligence        人工智能
分类描述:Covers all areas of AI except Vision, Robotics, Machine Learning, Multiagent Systems, and Computation and Language (Natural Language Processing), which have separate subject areas. In particular, includes Expert Systems, Theorem Proving (although this may overlap with Logic in Computer Science), Knowledge Representation, Planning, and Uncertainty in AI. Roughly includes material in ACM Subject Classes I.2.0, I.2.1, I.2.3, I.2.4, I.2.8, and I.2.11.
涵盖了人工智能的所有领域,除了视觉、机器人、机器学习、多智能体系统以及计算和语言(自然语言处理),这些领域有独立的学科领域。特别地,包括专家系统,定理证明(尽管这可能与计算机科学中的逻辑重叠),知识表示,规划,和人工智能中的不确定性。大致包括ACM学科类I.2.0、I.2.1、I.2.3、I.2.4、I.2.8和I.2.11中的材料。
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一级分类:Quantitative Finance        数量金融学
二级分类:General Finance        一般财务
分类描述:Development of general quantitative methodologies with applications in finance
通用定量方法的发展及其在金融中的应用
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英文摘要:
  In this paper the theory of semi-bounded rationality is proposed as an extension of the theory of bounded rationality. In particular, it is proposed that a decision making process involves two components and these are the correlation machine, which estimates missing values, and the causal machine, which relates the cause to the effect. Rational decision making involves using information which is almost always imperfect and incomplete as well as some intelligent machine which if it is a human being is inconsistent to make decisions. In the theory of bounded rationality this decision is made irrespective of the fact that the information to be used is incomplete and imperfect and the human brain is inconsistent and thus this decision that is to be made is taken within the bounds of these limitations. In the theory of semi-bounded rationality, signal processing is used to filter noise and outliers in the information and the correlation machine is applied to complete the missing information and artificial intelligence is used to make more consistent decisions.
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PDF链接:
https://arxiv.org/pdf/1305.6037
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