A Decisive Metaheuristic Attribute Selector Enabled Combined Unsupervised-Supervised Model for Chronic Disease Risk Assessment

Table 1

Existing work details on attribute selection over chronic disease datasets.

Existing works	Attribute selector used	Chronic disease dataset
El Akadi et al. [20]	Genetic algorithm	Dengue datasets
Mokeddem et al. [21]	Genetic algorithm	Coronary artery disease
Kora and Kalva [22]	Bat algorithm	ECG signal data
Keerthi Priya et al. [23]	Whale optimization algorithm	Breast cancer and hepatitis
Uzer et al. [24]	Artificial bee colony algorithm	Liver, diabetes, and hepatitis
Dogantekin et al. [25]	Linear discriminant analysis	Hepatitis datasets
Kohavi and John [26]	Sequential forward selection	Thyroid dataset
Gandhi and Prajapati [27]	Correlation feature selection	PIMA Indian diabetes
Kavitha and Kannan [28]	Principal component analysis	Heart disease dataset
Yildirim [29]	Consistency-based subset evaluation	Hepatitis dataset
Ding and Fu [30]	Information gain	Breast cancer and diabetes dataset
Kohli and Arora [31]	Adaptive boosting	Heart disease, breast cancer, and diabetes
Mishra et al. [32]	Genetic algorithm	Diabetes
Sahoo et al. [33]	DTNB algorithm	Heart disorders