Bot Detection on Twitter tweet-level
96PrecisionLSTM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| LSTMFeature Type=Tweet-only, Word Embedding=50D GloVe2018.02 | 96 | 96 | 96 | 95.53 | 95.67 | |
| Contextual LSTMFeature Type=Contextual, Word Embedding=25D GloVe2018.02 | 96 | 96 | 96 | 95.67 | 95.85 | |
| Contextual LSTMFeature Type=Contextual, Word Embedding=50D GloVe2018.02 | 96 | 96 | 96 | 96.18 | 96.27 | |
| Contextual LSTMFeature Type=Contextual, Word Embedding=100D GloVe2018.02 | 96 | 96 | 96 | 96.18 | 96.26 | |
| Contextual LSTMFeature Type=Contextual, Word Embedding=200D GloVe2018.02 | 96 | 96 | 96 | 96.33 | 96.43 | |
| AdaBoost ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTENN2018.02 | 93 | 92 | 93 | 92.34 | 90.65 | |
| Logistic RegressionFeature Type=Metadata-only, Oversampling Technique=SMOTENN2018.02 | 92 | 92 | 92 | 91.88 | 88.2 | |
| Random Forest ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTENN2018.02 | 92 | 92 | 92 | 92.33 | 88.06 | |
| SGD ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTENN2018.02 | 91 | 90 | 90 | 89.92 | 88.6 | |
| Logistic RegressionFeature Type=Metadata-only2018.02 | 80 | 80 | 79 | 80.08 | 76.33 | |
| Random Forest ClassifierFeature Type=Metadata-only2018.02 | 80 | 80 | 80 | 80.42 | 77.65 | |
| AdaBoost ClassifierFeature Type=Metadata-only2018.02 | 80 | 80 | 79 | 79.91 | 76.18 | |
| Logistic RegressionFeature Type=Metadata-only, Oversampling Technique=SMOTOMEK2018.02 | 79 | 77 | 76 | 76.66 | 76.67 | |
| Random Forest ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTOMEK2018.02 | 79 | 77 | 77 | 77.47 | 77.48 | |
| AdaBoost ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTOMEK2018.02 | 79 | 77 | 77 | 77.15 | 77.16 | |
| SGD ClassifierFeature Type=Metadata-only, Oversampling Technique=SMOTOMEK2018.02 | 78 | 77 | 76 | 76.64 | 76.64 | |
| SGD ClassifierFeature Type=Metadata-only2018.02 | 76 | 76 | 75 | 76.25 | 71.91 |