|
Reference | Detection method | Detection type | Detection task | Data collection Dataset | Detection task |
Event | Topic | RED | NED |
|
[12] | Naïve Bayes classifier | | ✓ | | ✓ | Twitter API, handpicked users | Hot news detection |
[13] | BScore based BOW clustering | ✓ | | | ✓ | Twitter API (offline) | Disaster and story detection |
[14] | BOW distance similarity | ✓ | | | ✓ | Twitter API | FSD (first story detection) |
[15] | BNgram and TF-IDF | | ✓ | ✓ | | Offline datasets | Topic detection |
[16] | Cross checking via Wikipedia | ✓ | | | ✓ | Twitter API, Wikipedia | Hot news detection |
[17] | Formal concept analysis | | ✓ | | ✓ | RepLab 2013 dataset | Topic detection |
[18] | FPM (frequent pattern mining) | ✓ | | | ✓ | Twitter API | Event detection |
[19] | FPM | | ✓ | ✓ | | Super Tuesday/FA Cup/US elections | Topic detection |
[20] | FPM (hierarchical clustering) | | ✓ | | ✓ | Topic dataset from CLEar system | Topic detection |
[21] | FPM (TF-IDF & n-gram improved) | ✓ | | | ✓ | Twitter API | Event detection |
[22] | GPU improved TF-IDF approximation | | ✓ | ✓ | | Offline dataset | Topic detection |
[23] | BOW similarity | ✓ | | | ✓ | Offline dataset | Topic detection |
[24] | Word embedding | | | | | SemEval dataset | Twitter sentiment classification |
[25] | Spatiotemporal detection | ✓ | | ✓ | | Offline dataset | Targeted-domain event detection |
[26] | Clustering of temporal & spatial features | ✓ | | ✓ | | Twitter API | Event detection |
[27] | Geographical regularity estimation | ✓ | | | ✓ | Twitter API | Geosocial event detection |
[28] | BOW clustering | ✓ | | | ✓ | Twitter API | Event detection & analysis |
[29] | Probabilistic modeling | ✓ | | | ✓ | Twitter API | Early disaster detection |
[30] | FPM | ✓ | | ✓ | | Offline dataset | Event detection |
[31] | Heartbeat graph | ✓ | | ✓ | | Super Tuesday/FA Cup/US elections | Topic/event detection |
[32] | Enhanced heartbeat graph | ✓ | | ✓ | | Super Tuesday/FA Cup/US elections | Topic/event detection |
[33] | Sentence BERT/streaming graph mining | | ✓ | ✓ | ✓ | Super Tuesday/FA Cup/US elections | Topic/event detection |
[34] | Universal sentence encoder | | ✓ | ✓ | ✓ | COVID-19 dataset | COVID-19 topics |
[35] | TF-IDF, CCA, and BTM | | ✓ | ✓ | | Twitter API | Trend ranking |
[36] | LDA, USE, and SBERT | ✓ | | ✓ | | COVID-19 dataset | COVID-19 topics |
[37] | Autoencoder and fuzzy c-means | | ✓ | ✓ | | Berita | Trend ranking |
|