Fusing Mobile Phone and Travel Survey Data to Model Urban Activity Dynamics

Table 3

Benchmark test result.

Model	Overall accuracy	F1-score
		Shopping	Entertainment	Business	Other
TCF (missing rate: 50%)	0.814	0.776	0.814	0.748	0.857
Naïve Bayes	0.405	0.302	0.142	0.206	0.552
SVM	0.425	0.388	0.327	0.091	0.522
Decision tree (DT)	0.731	0.691	0.729	0.741	0.762
Random forest (RF)	0.773	0.749	0.765	0.790	0.795