Pandey Babita, Mishra R B
Department of Computer Engineering, Information Technology, BHU, UP 221005, India.
Comput Biol Med. 2009 Mar;39(3):215-30. doi: 10.1016/j.compbiomed.2008.12.008. Epub 2009 Feb 7.
Knowledge-based systems (KBS) and intelligent computing systems have been used in the medical planning, diagnosis and treatment. The KBS consists of rule-based reasoning (RBR), case-based reasoning (CBR) and model-based reasoning (MBR) whereas intelligent computing method (ICM) encompasses genetic algorithm (GA), artificial neural network (ANN), fuzzy logic (FL) and others. The combination of methods in KBS such as CBR-RBR, CBR-MBR and RBR-CBR-MBR and the combination of methods in ICM is ANN-GA, fuzzy-ANN, fuzzy-GA and fuzzy-ANN-GA. The combination of methods from KBS to ICM is RBR-ANN, CBR-ANN, RBR-CBR-ANN, fuzzy-RBR, fuzzy-CBR and fuzzy-CBR-ANN. In this paper, we have made a study of different singular and combined methods (185 in number) applicable to medical domain from mid 1970s to 2008. The study is presented in tabular form, showing the methods and its salient features, processes and application areas in medical domain (diagnosis, treatment and planning). It is observed that most of the methods are used in medical diagnosis very few are used for planning and moderate number in treatment. The study and its presentation in this context would be helpful for novice researchers in the area of medical expert system.
基于知识的系统(KBS)和智能计算系统已被应用于医疗规划、诊断和治疗中。基于知识的系统由基于规则的推理(RBR)、基于案例的推理(CBR)和基于模型的推理(MBR)组成,而智能计算方法(ICM)则包括遗传算法(GA)、人工神经网络(ANN)、模糊逻辑(FL)等。基于知识的系统中的方法组合,如CBR-RBR、CBR-MBR和RBR-CBR-MBR,以及智能计算方法中的组合,如ANN-GA、模糊-ANN、模糊-GA和模糊-ANN-GA。从基于知识的系统到智能计算方法的方法组合有RBR-ANN、CBR-ANN、RBR-CBR-ANN、模糊-RBR、模糊-CBR和模糊-CBR-ANN。在本文中,我们研究了从20世纪70年代中期到2008年适用于医学领域的不同单一和组合方法(共185种)。该研究以表格形式呈现,展示了这些方法及其显著特征、过程以及在医学领域(诊断、治疗和规划)的应用领域。可以观察到,大多数方法用于医学诊断,很少用于规划,用于治疗的数量适中。在这种背景下的这项研究及其呈现方式将对医学专家系统领域的新手研究人员有所帮助。