Smart Dynamic Resource Allocation Model for Patient-Driven Mobile Medical Information System Using C4.5 Algorithm

作     者：Ching-Kan Lo Hsing-Chung Chen Pei-Yuan Lee Ming-Chou Ku Lidia Ogiela Cheng-Hung Chuang 

作者机构：the Department of Orthopedics and the Department of InformationShow-Chwan Health Care SystemChanghua 50008 the Department of Computer Science and Information Engineering and the Department of Bioinformatics and Medical EngineeringAsia UniversityTaichung 41354 the Department of OrthopedicsShow-Chwan Health Care SystemChanghua 50008 the Department of Applied InformaticsAkademia Gorniczo-Hutnicza University of Science and TechnologyKrakow 30-059 

出 版 物：《Journal of Electronic Science and Technology》 (电子科技学刊（英文版）)

年 卷 期：2019年第17卷第3期

页      面：231-241页

核心收录：

学科分类：0809[工学-电子科学与技术（可授工学、理学学位）] 08[工学] 

主　　题：Dynamic resource allocation electronic health record hospital information system mobile medical information system 

摘      要：A mobile medical information system (MMIS) is an integrated application (app) of traditional hospital information systems (HIS) which comprise a picture archiving and communications system (PACS), laboratory information system (LIS), pharmaceutical management information system (PMIS), radiology information system (RIS), and nursing information system (NIS). A dynamic resource allocation table is critical for optimizing the performance to the mobile system, including the doctors, nurses, or other relevant health workers. We have designed a smart dynamic resource allocation model by using the C4.5 algorithm and cumulative distribution for optimizing the weight of resource allocated for the five major attributes in a cooperation communications system. Weka is used in this study. The class of concept is the performance of the app, optimal or suboptimal. Three generations of optimization of the weight in accordance with the optimizing rate are shown.