Comparison of CART and CART ARCING to Classify Household Food Security of Tuberculosis Patients in Surabaya

Iis Dewi Ratih, S. Wulandari, B. Otok, Yusnada Asa Nurani
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Abstract

Indonesia shall fulfill the residents need of food by its heterogeneous and big resource of food. But in fact, Indonesian food security is still far from expectation because of the maintenance of food resource in Indonesia has not been maximized yet. Meanwhile, households with tuberculosis patients in Surabaya tend to classify as food-insecure. This study conduct a classification of households with tuberculosis patients food security in Surabaya by using Classification and Regression Tree (CART) and Adaptive Resampling and Combining (ARCING). The purpose of this study is to know the influential factor of households food security and the accuracy of its classification. As the result, the way households obtain foods is the most influential factor of Indonesian food security in Surabaya. Other than that, this study shows that accuracy when using ARCING is higher than CART.
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CART与CART ARCING在泗水市结核病患者家庭食品安全分类中的比较
印度尼西亚的食物资源丰富多样,可以满足居民对食物的需求。但实际上,印尼的粮食安全仍远未达到预期,因为印尼的粮食资源维护尚未达到最大化。与此同时,泗水有结核病患者的家庭往往被列为食品不安全。本研究采用分类回归树法(CART)和自适应重采样结合法(ARCING)对泗水市结核病患者食品安全家庭进行分类。本研究的目的是了解家庭粮食安全的影响因素及其分类的准确性。因此,家庭获取食物的方式是影响泗水印尼食品安全的最重要因素。除此之外,本研究表明,使用ARCING时的精度高于CART。
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