This work proposes a taxonomy for diagnosis computation methods which allows their standardized assessment, classification and comparison. The aim is to (i) give researchers and practitioners an impression of the diverse landscape of available diagnostic techniques, (ii) allow them to easily retrieve the main features as well as pros and cons of the approaches, (iii) enable an easy and clear comparison of the techniques based on their characteristics wrt. a list of important and well-defined properties, and (iv) facilitate the selection of the "right" algorithm to adopt for a particular problem case, e.g., in practical diagnostic settings, for comparison in experimental evaluations, or for reuse, modification, extension, or improvement in the course of research.
翻译:本文提出了一种诊断计算方法的分类体系,该体系能够实现诊断方法的标准化评估、分类与比较。其目的在于:(i) 为研究人员和实践者提供现有诊断技术多样化的全景概览;(ii) 使其能够便捷地获取各方法的主要特征及优缺点;(iii) 基于一系列重要且定义明确的属性特征,实现对不同诊断技术的直接清晰比较;(iv) 促进针对特定问题案例选择"正确"算法,例如在实际诊断场景中、实验评估比较中,或是在研究过程中进行复用、修改、扩展或改进时。