Bounded Rationality in Decision Making Under Uncertainty: Towards Optimal Granularity (Studies in Systems, Decision and Control)
暫譯: 不確定性下的決策中的有限理性:邁向最佳粒度(系統、決策與控制研究)
Joe Lorkowski, Vladik Kreinovich
- 出版商: Springer
- 出版日期: 2017-07-12
- 售價: $4,510
- 貴賓價: 9.5 折 $4,285
- 語言: 英文
- 頁數: 164
- 裝訂: Hardcover
- ISBN: 3319622137
- ISBN-13: 9783319622132
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商品描述
This book addresses an intriguing question: are our decisions rational? It explains seemingly irrational human decision-making behavior by taking into account our limited ability to process information. It also shows with several examples that optimization under granularity restriction leads to observed human decision-making. Drawing on the Nobel-prize-winning studies by Kahneman and Tversky, researchers have found many examples of seemingly irrational decisions: e.g., we overestimate the probability of rare events.
Our explanation is that since human abilities to process information are limited, we operate not with the exact values of relevant quantities, but with “granules” that contain these values. We show that optimization under such granularity indeed leads to observed human behavior. In particular, for the first time, we explain the mysterious empirical dependence of betting odds on actual probabilities.
This book can be recommended to all students interested in human decision-making, to researchers whose work involves human decisions, and to practitioners who design and employ systems involving human decision-making ―so that they can better utilize our ability to make decisions under uncertainty.
商品描述(中文翻譯)
這本書探討了一個引人入勝的問題:我們的決策是否理性?它通過考慮我們有限的信息處理能力,解釋了看似不理性的人的決策行為。書中還通過幾個例子顯示,在粒度限制下的優化導致了觀察到的人類決策。根據諾貝爾獎得主Kahneman和Tversky的研究,研究人員發現了許多看似不理性的決策例子:例如,我們高估了罕見事件的概率。
我們的解釋是,由於人類的信息處理能力有限,我們並不是使用相關量的精確值,而是使用包含這些值的“粒子”。我們顯示,在這種粒度下的優化確實導致了觀察到的人類行為。特別是,我們首次解釋了投注賠率與實際概率之間神秘的經驗依賴關係。
這本書推薦給所有對人類決策感興趣的學生,對於涉及人類決策的研究人員,以及設計和使用涉及人類決策系統的實務工作者——以便他們能更好地利用我們在不確定性下做出決策的能力。