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DIAVAL,一种用于超声心动图的贝叶斯专家系统。

DIAVAL, a Bayesian expert system for echocardiography.

作者信息

Díez F J, Mira J, Iturralde E, Zubillaga S

机构信息

Department of Artificial Intelligence, UNED, Madrid, Spain. fjdiez,

出版信息

Artif Intell Med. 1997 May;10(1):59-73. doi: 10.1016/s0933-3657(97)00384-9.

Abstract

DIAVAL is an expert system for the diagnosis of heart diseases, including several kinds of data, mainly from echocardiography. The first part of this paper is devoted to the causal probabilistic model which constitutes the knowledge base of the expert system in the form of a Bayesian network, emphasizing the importance of the OR gate. The second part deals with the process of diagnosis, which consists of computing the a posteriori probabilities, selecting the most probable and most relevant diagnoses, and generating a written report. It also describes the results of the evaluation of the program.

摘要

DIAVAL是一个用于心脏病诊断的专家系统,包含多种数据,主要来自超声心动图。本文的第一部分致力于因果概率模型,该模型以贝叶斯网络的形式构成专家系统的知识库,强调或门的重要性。第二部分涉及诊断过程,包括计算后验概率、选择最可能和最相关的诊断以及生成书面报告。它还描述了程序的评估结果。

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