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Table 4 Predictive efficacy of the four algorithms used to predict TNC taps

From: To ride-hail or not to ride-hail? Complementarity and competition between public transit and transportation network companies through the lens of app data

Algorithm

Accuracy

Recall

Precision

F1 score

Logistic regression

0.60±0.01

0.52±0.05

0.13±0.01

0.22±0.02

SVM

0.60±0.01

0.53±0.04

0.13±0.01

0.23±0.02

Random Forest

0.78±0.02

0.36±0.04

0.20±0.02

0.25±0.03

AdaBoost

0.75±0.02

0.31±0.03

0.53±0.05

0.38±0.03