Parole Board Decision-Making using Adversarial Risk Analysis

被引:2
作者
Joshi, Chaitanya [1 ,2 ]
Nel, Charne [2 ,3 ,5 ]
Cano, Javier [4 ]
Polaschek, Devon L. L. [2 ]
机构
[1] Univ Auckland, Dept Stat, Auckland, New Zealand
[2] Univ Waikato, New Zealand Inst Secur & Crime Sci, Hamilton, New Zealand
[3] Univ Waikato, Sch Comp & Math Sci, Hamilton, New Zealand
[4] Rey Juan Carlos Univ, Dept Comp Sci & Stat, Madrid, Spain
[5] New Zealand Police, Wellington, New Zealand
关键词
Adversarial risk analysis; Decision-making; Expert elicitation; Parole; Prior elicitation; Utility elicitation; DYNAMIC RISK; PRISONERS;
D O I
10.1080/00031305.2024.2303416
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Adversarial Risk Analysis (ARA) allows for much more realistic modeling of game theoretical decision problems than Bayesian game theory. While ARA solutions for various applications have been discussed in the literature, we have not encountered a manuscript that assesses ARA in a real-life case study involving actual decision-makers. In this study, we present an ARA solution for the Parole Board decision problem. To elicit the Parole Board's probabilities and utilities regarding the convict's choices and resulting consequences, as well as their own subjective beliefs about such probabilities and utilities, we conducted a detailed interview with two current members of the New Zealand Parole Board, using a realistic case report. Subsequently, we derived the optimal ARA decision for different scenarios. This study highlights the advantages and challenges of the ARA methodology for real-life decision-making in the presence of an adversary.
引用
收藏
页码:345 / 358
页数:14
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