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

Table 17

Usage of ML techniques in the identified works.

ML technique	Apps references
Neural networks (NNs)	[80, 93, 101, 126, 141, 156, 179, 183, 189, 204, 220, 221, 225, 229, 235, 238, 250, 254]
Support vector machines (SVMs)	[62, 87, 173, 193, 197, 198, 201, 244, 247, 256, 257]
Decision tree (DT)	[71, 73, 103, 120, 177, 200, 252, 269]
K-means	[109, 242]
Expectation maximization (EM)	[153]
Bayesian learners (BL)	[82, 245]
Binary logistic regression (BLR)	[243]
Support vector regression (SVR)	[246]
DT and CL	[84]
Independent component analysis (ICA)	[85]