应用软件工程方法设计医学专家系统

R. Stamper, B. S. Todd, P. MacPherson
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引用次数: 5

摘要

介绍了在基于知识的系统设计中使用形式化规范技术的案例研究。Z规范符号用于医疗流程图程序的开发,从一个高度抽象的推理概念开始,然后细化到流程图的特定实现。诊断推理用幂等递减函数建模。发现流程图比统计分类器(独立贝叶斯)更准确。正式规范提供了几个好处。设计决策是明确的,并被简洁地记录下来,并且可以在相同的框架内探索做出替代选择的结果。正式规范还提出了一些可能不会被考虑的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A software engineering approach to the design of a medical expert system
Presents a case study of the use of formal specification techniques in the design of a knowledge-based system. The Z specification notation is used in the development of a medical flow chart program, beginning with a highly abstract notion of inference and proceeding by refinement toward a particular implementation for flow charts. Diagnostic inference is modelled by idempotent decreasing functions. The flow chart was found to be significantly more accurate than a statistical classifier (independence Bayes). Formal specification provides several benefits. Design decisions are made explicit and are documented concisely, and the results of making alternative choices can be explored within the same framework. The formal specification also suggests approaches that probably would not otherwise have been considered.<>
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