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Table 16 Comparison of accuracy levels between 1 and 24 h

From: Prediction of flight departure delays caused by weather conditions adopting data-driven approaches

Algorithm

ICN (%)

JFK (%)

MDW (%)

Average (%)

DT

− 1.7

− 6.3

− 6.9

− 5.0

RF

− 0.9

− 5.1

− 4.7

− 3.6

SVM

− 7.2

− 22.8

− 18.4

− 16.1

KNN

− 2.7

− 10.0

− 8.9

− 7.2

LR

− 18.2

− 20.4

− 14.5

− 17.7

XGB

− 4.0

− 9.4

− 8.3

− 7.2

LSTM

− 6.8

− 8.3

− 9.0

− 10.1