Table 1 Work on machine learning-based... | Emerald Publishing

Table 1

Work on machine learning-based framework for healthcare

Work		[9]	[10]	[11]	[12]	Present study
The objective of the prediction framework		Prediction of short- and long-term; Treatment response in initially antipsychotic-naïve; Schizophrenia patients	Classification of sleep stages	Prediction of heart disease	Prediction of diabetes	Prediction of diabetes
Domain understanding		✘	✘	✘	✘	✓
Data collection		✓	✓	✓	✓	✓
Data understanding		✓	✘	✘	✘	✓
Data preparation	Feature selection	✓	✓	✓	✓	✓
	Data normalization/ standardization	✓	✘	✓	✘	✓
	Treating missing values	✓	✘	✓	✓	✓
	Data balancing	✘	✓	✘	✘	✓
Model building		✓	✓	✓	✓	✓
Model evaluation		✓	✓	✓	✓	✓
Model deployment		✓	✓	✓	✓	✓

Work		[9]	[10]	[11]	[12]	Present study
The objective of the prediction framework		Prediction of short- and long-term; Treatment response in initially antipsychotic-naïve; Schizophrenia patients	Classification of sleep stages	Prediction of heart disease	Prediction of diabetes	Prediction of diabetes
Domain understanding		✘	✘	✘	✘	✓
Data collection		✓	✓	✓	✓	✓
Data understanding		✓	✘	✘	✘	✓
Data preparation	Feature selection	✓	✓	✓	✓	✓
	Data normalization/ standardization	✓	✘	✓	✘	✓
	Treating missing values	✓	✘	✓	✓	✓
	Data balancing	✘	✓	✘	✘	✓
Model building		✓	✓	✓	✓	✓
Model evaluation		✓	✓	✓	✓	✓
Model deployment		✓	✓	✓	✓	✓

Note(s): ✓ → considered; ✘ → not considered