Gamified Mobile Applications for Improving Driving Behavior: A Systematic Mapping Study

Table 16

ML models, tasks, and technique of the selected apps.

ML model	Frequency	ML task	Frequency	ML technique	Frequency
Supervised learning	42	Classification	40	Neural networks (NNs)	18
				Support vector machines (SVMs)	11
				Decision tree (DT)	9
				Bayesian learners (BL)	2
		Regression	2	Binary logistic regression (BLR)	1
				Support vector regression (SVR)	1
Unsupervised learning	5	Clustering	4	K-means	3
				Expectation maximization (EM)	1
		Dimension reduction	1	ICA	1