The Use of a Machine Learning Method to Predict the Real-Time Link Travel Time of Open-Pit Trucks

Table 2

Adaptability analysis between ML algorithms and LTTP.

Algorithms	Adaptability analysis	Apply
ANNs	The effect has been thoroughly verified by many existing studies.	No
BNs	A probabilistic model that is not suitable for this study [29].	No
SVM	Perfect theoretical basis with high generalization ability [30].	Yes
RF	An ensemble learning method evolved from DT; better than DT [31].	Yes
LR	It solves the classification problems; not suitable for this study [32].	No
kNN	An efficient algorithm for the classification and regression tasks [33].	Yes
DT	RF has been chosen; there is no need to choose DT.	No
HM	A probabilistic model that is not suitable for this study [34].	No