Bayesian Decision Models: A Primer

Ma Wei Ji

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Bayesian Decision Models: A Primer

机译：贝叶斯决策模型：一个底漆

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To understand decision-making behavior in simple, controlled environments, Bayesian models are often useful. First, optimal behavior is always Bayesian. Second, even when behavior deviates from optimality, the Bayesian approach offers candidate motels to account for suboptimalities. Third, a realist interpretation of Bayesian models opens the door to studying the neural representation of uncertainty. In this tutorial, we review the principles of Bayesian models of decision making and then focus on five case studies with exercises. We conclude with reflections and future directions.

机译：要了解简单，受控环境中的决策行为，贝叶斯模型通常很有用。首先，最佳行为总是贝叶斯。其次，即使行为偏离最优性时，贝叶斯方法也提供候选汽车，以考虑次优。第三，贝叶斯模型的真实主义解释打开了研究不确定的神经形象的大门。在本教程中，我们审查了贝叶斯主义决策模型的原则，然后专注于练习的五个案例研究。我们以反思和未来的指示得出结论。

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来源
《Neuron》 |2019年第1期|共12页
作者
Ma Wei Ji;
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NYU Ctr Neural Sci New York NY 10003 USA;

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正文语种 eng
中图分类神经病学;
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1. Bayesian Decision Models: A Primer [J] . Ma Wei Ji Neuron . 2019,第1期

机译：贝叶斯决策模型：一个底漆
2. Exposure models for the prior distribution in bayesian decision analysis for occupational hygiene decision making. [J] . Eun Gyung Lee, Seung Won Kim, Charles E Feigley, Journal of occupational and environmental hygiene . 2013,第2期

机译：用于职业卫生决策的贝叶斯决策分析中先验分布的暴露模型。
3. The applications of Bayesian models in real-world studies of traditional Chinese medicine: a primer [J] . Zhai Jing-Bo, Li Jiang, Chen Jing Traditional medicine research. . 2017,第2期

机译：贝叶斯模型在现实世界中医药研究中的应用
4. The minimum risk Bayesian decision based on the distributed Bayesian rough set model and its applications in the management of Traditional Chinese Medicine Injections [C] . Jia Hai, Ge Bin, Li Wei, Proceedings of 2011 International Conference on Machine Learning and Cybernetics . 2011

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5. A Bayesian decision network model for analyzing biosecurity risk: Using a test-action biosecurity risk framework to develop a decision-theoretic model of white spot syndrome virus (WSSV) import risk for Hawai'i shrimp aquaculture. [D] . Kam, Lotus Elizabeth Y. W. 2006

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6. A Primer on Bayesian Decision Analysis With an Application to a Personalized Kidney Transplant Decision [O] . Richard Neapolitan, Xia Jiang, Daniela P. Ladner, -1

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7. Exposure Models for the Prior Distribution in Bayesian Decision Analysis for Occupational Hygiene Decision Making [O] . Eun Gyung Lee, Seung Won Kim, Charles E. Feigley, 2013

机译：抗议模型在职业卫生决策中贝叶斯决策分析中的现有分布
8. Communication with U.S. Federal Decision Makers: A Primer with Notes on the Use of Computer Models as a Means of Communication [R] . Webb, E. K., Tidwell, V. C. 2009

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Bayesian Decision Models: A Primer

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