COMPARATIVE ANALYSIS OF DIABETES PATIENTS MEDICAL DATA USING SUPERVISED MACHINE LEARNING ALGORITHMS AN EDUCATIONAL APPROACH
| dc.contributor.author | ShamiluuluS., Djakbarova U., Latuta K.N., Baimuratov O.А. | |
| dc.date.accessioned | 2023-03-14T11:27:53Z | |
| dc.date.available | 2023-03-14T11:27:53Z | |
| dc.date.issued | 2016 | |
| dc.description.abstract | The comparative analysis has been performed on tree supervised machine learning algorithms i.e., decision trees, logistic regression and multi layer perceptron neural network over Waikato Environment for Knowledge Analysis tool on medical data for patients with two types of diabetes disorders. Diabetes Mellitus refers to the metabolic disorder that happens from malfunction in insulin secretion and action. It is characterized by hyperglycemia.The diagnosis of diabetes is very important now days using various types of techniques.The dataset has been obtained from UCI machine learning repository for Pima Indian Diabetes patients. The purpose of the research study is to show the usage of different machine learning algorithms and performance metrics for education al purposes in teaching machine learning to students from information systems field in more efficient and non trivial way. During the research the comparative analysis studies have been performed which revealed that less complex algorithms can be used for disease diagnosis and possess better performance when properly configured. | |
| dc.identifier.citation | COMPARATIVE ANALYSIS OF DIABETES PATIENTS MEDICAL DATA USING SUPERVISED MACHINE LEARNING ALGORITHMS AN EDUCATIONAL APPROACH, ShamiluuluS., Djakbarova U., Latuta K.N., Baimuratov O.А. | |
| dc.identifier.uri | https://repository.sdu.edu.kz/handle/123456789/182 | |
| dc.language.iso | en | |
| dc.publisher | Suleyman Demirel University | |
| dc.subject | Diabetes Mellitus | |
| dc.subject | Supervised Learning | |
| dc.subject | Performance Analysis | |
| dc.subject | Clinical Decision Support Systems | |
| dc.title | COMPARATIVE ANALYSIS OF DIABETES PATIENTS MEDICAL DATA USING SUPERVISED MACHINE LEARNING ALGORITHMS AN EDUCATIONAL APPROACH | |
| dc.type | Article | |
| dspace.entity.type |