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Table 4 Precision (P), Recall (R), and F1-scores of four data models over three vector representations

From: Annotating and detecting topics in social media forum and modelling the annotation to derive directions-a case study

 

P

R

F1-score

Accuracy

TF-IDF

Word 2vec

Doc 2vec

TF-IDF

Word 2vec

Doc 2vec

TF-IDF

Word 2vec

Doc 2vec

TF-IDF

Word 2vec

Doc2vec

ENN

0.698

0.723

0.730

0.719

0.729

0.729

0.702

0.725

0.729

0.688

0.719

0.721

Neural net-work

0.591

0.644

0.664

0.598

0.649

0.671

0.578

0.651

0.687

0.596

0.634

0.648

SVM

0.568

0.636

0.667

0.572

0.639

0.661

0.570

0.633

0.667

0.582

0.616

0.634

KNN

0.439

0.583

0.614

0.446

0.592

0.618

0.442

0.589

0.614

0.468

0.612

0.625