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Table 5 Results of statistical analysis (p-values)

From: Identifying tweets of personal health experience through word embedding and LSTM neural network

Classifier

Accuracy

Precision

(PET)

Recall

(PET)

F1

(PET)

ROC/AUC

Logistic Regression

2.52ā€‰Ć—ā€‰10āˆ’ā€‰08

1.85ā€‰Ć—ā€‰10āˆ’09

5.48ā€‰Ć—ā€‰10āˆ’ā€‰09

5.87ā€‰Ć—ā€‰10āˆ’10

1.46ā€‰Ć—ā€‰10āˆ’ā€‰09

Decision Tree

1.80ā€‰Ć—ā€‰10āˆ’ā€‰04

1.51ā€‰Ć—ā€‰10āˆ’ā€‰04

6.99ā€‰Ć—ā€‰10āˆ’ā€‰06

1.92ā€‰Ć—ā€‰10āˆ’ā€‰06

1.16ā€‰Ć—ā€‰10āˆ’ā€‰05

KNN

8.08ā€‰Ć—ā€‰10āˆ’ā€‰05

6.22ā€‰Ć—ā€‰10āˆ’ā€‰05

1.40ā€‰Ć—ā€‰10 āˆ’ā€‰03

8.50ā€‰Ć—ā€‰10āˆ’ā€‰05

1.29ā€‰Ć—ā€‰10 āˆ’ā€‰04

SVM

1.17ā€‰Ć—ā€‰10āˆ’ā€‰08

4.61ā€‰Ć—ā€‰10āˆ’ā€‰08

1.74ā€‰Ć—ā€‰10āˆ’ā€‰04

7.89ā€‰Ć—ā€‰10āˆ’ā€‰07

5.02ā€‰Ć—ā€‰10āˆ’ā€‰06

BoW + Logistic Regr.

4.26ā€‰Ć—ā€‰10 āˆ’ā€‰04

2.22ā€‰Ć—ā€‰10 āˆ’ā€‰04

1.79ā€‰Ć—ā€‰10āˆ’ā€‰04

9.85ā€‰Ć—ā€‰10 āˆ’ā€‰05

2.12ā€‰Ć—ā€‰10āˆ’ā€‰05

  1. The highest values are in boldface