论文标题

医疗保健决策中因果干预措施的贝叶斯网络模型:文献审查和软件评估

Bayesian Network Models of Causal Interventions in Healthcare Decision Making: Literature Review and Software Evaluation

论文作者

Velikzhanin, Artem, Wang, Benjie, Kwiatkowska, Marta

论文摘要

本报告总结了系统文献搜索的结果,以识别用于支持医疗保健决策的贝叶斯网络模型。在描述了搜索方法之后,对选定的研究论文进行了简要审查,并考虑使用在Wang B,Lyle C,Kwiatkowska M中开发的因果介入分析软件工具非常适合分析的公开模型和数据集(2021年)。最后,进行了将软件应用于模型选择的实验评估,并报告了初步结果。

This report summarises the outcomes of a systematic literature search to identify Bayesian network models used to support decision making in healthcare. After describing the search methodology, the selected research papers are briefly reviewed, with the view to identify publicly available models and datasets that are well suited to analysis using the causal interventional analysis software tool developed in Wang B, Lyle C, Kwiatkowska M (2021). Finally, an experimental evaluation of applying the software on a selection of models is carried out and preliminary results are reported.

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