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Deep Learning Based Process Analytics Model for Predicting Type 2 Diabetes Mellitus

Computer Systems Science & Engineering 2022年第1期40卷 191-205页

作者： a.thasil mohamed Sundar Santhoshkumar Department of Computer Science Alagappa UniversityKaraikudi630003India

Process analytics is one of the popular research domains that advanced in the recent *** analytics encompasses identification,monitoring,and improvement of the processes through knowledge extraction from historical *** evolution of Artificial Intelligence(AI)-enabled Electronic Health Records(EHRs)revolutionized the medical *** 2 Diabetes Mellitus(T2DM)is a syndrome characterized by the lack of insulin *** not diagnosed and managed at early stages,it may produce severe outcomes and at times,death *** Kidney Disease(CKD)and Coronary Heart Disease(CHD)are the most common,long-term and life-threatening diseases caused by ***-fore,it becomes inevitable to predict the risks of CKD and CHD in T2DM *** current research article presents automated Deep Learning(DL)-based Deep Neural Network(DNN)with Adagrad Optimization Algorithm i.e.,DNN-AGOA model to predict CKD and CHD risks in T2DM *** paper proposes a risk prediction model for T2DM patients who may develop CKD or *** model helps in alarming both T2DM patients and clinicians in *** first,the proposed DNN-AGOA model performs data preprocessing to improve the quality of data and make it compatible for further ***,a Deep Neural Network(DNN)is employed for feature extraction,after which sigmoid function is used for ***,Adagrad optimizer is applied to improve the performance of DNN *** experimental validation,benchmark medical datasets were used and the results were validated under sev-eral *** proposed model achieved a maximum precision of 93.99%,recall of 94.63%,specificity of 73.34%,accuracy of 92.58%,and F-score of 94.22%.The results attained through experimentation established that the pro-posed DNN-AGOA model has good prediction capability over other methods.

关键词： Process analytics deep learning disease diagnosis Adagrad T2DM chronic illness

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