A Smart Healthcare Recommendation System for Multidisciplinary Diabetes Patients with Data Fusion Based on Deep Ensemble Learning

Table 7

Summary of comparison using diabetes datasets with existing methods.

Sr. no.	Author/year	Fusion method	Classifier/compared with classifier	Overall accuracy
1	Mohebbi et al. [10]/2017	—	CNN/LR, MLP	77.5%
2	Sneha and Gangil [11]/2019	Yes/—	SVM/RF, NB, KNN, DT	77.7%
3	Nguyen et al. [16]/2019	—	Ensemble ML/—	82.2%
4	Aminah and saputro [9]/2019	—	KNN/SVM	85.6%
5	Sah and sarma [12]/2018	—	AI	91.6%
6	Dinh et al. [15]/2019	—	XGB/LR, SVM, RF, weight ensemble model	95.7%
7	Proposed method	Yes/yes	Ensemble deep machine learning classifier/LR, NB, DT, KNN, RF, SVM	99.6%