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Deriving rules for identifying diabetic among individuals with metabolic syndrome
최진욱,서용무 한국디지털정책학회 2018 디지털융복합연구 Vol.16 No.11
The objective of this study is to derive specific classification rules that could be used to prevent individuals with Metabolic Syndrome (MS) from developing diabetes. Specifically, we aim to identify rules which classify individuals with MS into those without diabetes (class 0) and those with diabetes (class 1). In this study we collected data from Korean National Health and Nutrition Examination Survey and built a decision tree after data pre-processing. The decision tree brings about five useful rules and their average classification accuracy is quite high (75.8%). In addition, the decision tree showed that high blood pressure and waist circumference are the most influential factors on the classification of the two groups. Our research results will serve as good guidelines for clinicians to provide better treatment for patients with MS, such that they do not develop diabetes.
Governance and management for better aid effectiveness: a donor country’s perspective
최진욱,박진아 한국행정학회 2017 International Review of Public Administration Vol.22 No.1
This study examines aid effectiveness from a donor’s perspective. The vast majority of discussions on aid effectiveness have been devoted to whether or not recipient countries possess various aspects of capacity to make aid programs effective. Since a donor country makes the first decision on how and where aid should be disbursed, donor countries also bear comparable responsibilities for aid effectiveness. Analyzing whether aid effectiveness, as represented in the Organization for Economic Co-operation and Development’s Development Assistance Committee principles, is under the influence of the aid management system and governance of donor countries, the results of this empirical study show that both factors affect aid effectiveness. In particular, the empirical results imply that donor countries where, aid agencies are housed as a development cooperation department within a Ministry of Foreign Affairs on the one hand and which have a stronger capacity to control corruption on the other tend to follow the international principles of aid effectiveness which, in turn, enable them to improve aid effectiveness.