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Table 3 The mean accuracy and standard deviation of fivefold cross-validation of the machine learning models before and after hyperparameter tunning

From: Empowering health geography research with location-based social media data: innovative food word expansion and energy density prediction via word embedding and machine learning

Machine learning models

Mean accuracy

before tuning (%)

Mean accuracy

after tuning (%)

ANN

87.55

89.10

SVM

90.74

91.62

GP

85.69

85.86

KNN

84.86

85.29

RF

82.51

83.69