Research Article
Finding Factors Caused Diabetes Mellitus Disease Using Link Functions
@INPROCEEDINGS{10.4108/eai.2-8-2019.2290528, author={Sudarno Sudarno and Tatik Widiharih and Moch. Abdul Mukid}, title={Finding Factors Caused Diabetes Mellitus Disease Using Link Functions}, proceedings={Proceedings of the 1st International Conference on Statistics and Analytics, ICSA 2019, 2-3 August 2019, Bogor, Indonesia}, publisher={EAI}, proceedings_a={ICSA}, year={2020}, month={1}, keywords={diabetes mellitus link function logit normit cloglog aic linear hypothesis test}, doi={10.4108/eai.2-8-2019.2290528} }- Sudarno Sudarno
Tatik Widiharih
Moch. Abdul Mukid
Year: 2020
Finding Factors Caused Diabetes Mellitus Disease Using Link Functions
ICSA
EAI
DOI: 10.4108/eai.2-8-2019.2290528
Abstract
Diabetes mellitus disease was a disease caused abnormal of pancreas organ. Abnormal of pancreas organ causes supply insulin in the blood be a few. If a person has diabetes mellitus for long time, then that body would have complication with other disease or body organ. This desease could be known by level of blood sugar after fast. If a person has symptom level of blood sugar after fast was greater than 126 mg/dL, he could be said that he has diabetes mellitus desease. Many people have diabetes melitus in this time. Generally, a person could get this disease, because genetic from parents, human life about eat and drink, and bad hobby. Link function was function to relate between response variable versus predictor variables in multiple linear regression. Predictor variables of link function were linear with respect to both variable and parameter. The link functions of this paper were logit link function, normit link function and complementary log-log (cloglog) link function. We take response variable is diabetes mellitus, while the factors cause this disease (covariate variables) are age, sex, systolic blood pressure, diastolic blood pressure, logarithm of the ratio of urinary albumin and creatinine, high-density lipoprotein in cholesterol, logarithm of insulin, and smoke. In this research, the significant factors were sex, logaritm of the ratio of urinary albumin and creatinine, and logarithm of insulin.
