{"title":"Pemodelan IPM Di Kawasan Timur Indonesia Menggunakan Multivariate Adaptive Regression Spline (MARS)","authors":"A. N. Insany, Nur’eni Nur’eni, M. Fajri","doi":"10.22487/25411969.2019.V8.I2.13532","DOIUrl":null,"url":null,"abstract":"Human Development Index (HDI) is an important issue in designing and strategizing of sustainable development. Multivariate Adaptive Regression Spline (MARS) is a regression approach that produces models with continous character on knots. MARS models are determined based on trial and error for a combination of basis function (BF), maximum interaction (MI), and minimum observation (MO). The determination of knots is based on the minimum Generalized Cross Validation (GCV) value. The results of this study are the combination value of BF = 52, MI = 3, and MO = 2 with a minimum GCV of 0,00049. The factors that influence HDI are average school length (X2) per capita expenditure (X4), life expactancy (X3), persentage of poor woman aged 15-49 who use the birth control tool (X5).","PeriodicalId":399499,"journal":{"name":"Natural Science: Journal of Science and Technology","volume":"56 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Natural Science: Journal of Science and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.22487/25411969.2019.V8.I2.13532","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Human Development Index (HDI) is an important issue in designing and strategizing of sustainable development. Multivariate Adaptive Regression Spline (MARS) is a regression approach that produces models with continous character on knots. MARS models are determined based on trial and error for a combination of basis function (BF), maximum interaction (MI), and minimum observation (MO). The determination of knots is based on the minimum Generalized Cross Validation (GCV) value. The results of this study are the combination value of BF = 52, MI = 3, and MO = 2 with a minimum GCV of 0,00049. The factors that influence HDI are average school length (X2) per capita expenditure (X4), life expactancy (X3), persentage of poor woman aged 15-49 who use the birth control tool (X5).
人类发展指数(HDI)是可持续发展规划和战略制定的一个重要问题。多变量自适应样条回归(MARS)是一种在结点上产生具有连续特征的模型的回归方法。MARS模型是基于基函数(BF)、最大相互作用(MI)和最小观测(MO)组合的试错法确定的。结点的确定是基于最小的广义交叉验证(GCV)值。本研究结果为BF = 52, MI = 3, MO = 2的组合值,最小GCV为0,00049。影响人类发展指数的因素有:平均上学时间(X2)、人均支出(X4)、预期寿命(X3)、15-49岁贫困妇女使用节育工具的比例(X5)。