Table 3. The results of experiments on Ren_CECps and 20 newsgroup.
Type | Algorithm | Precision | Recall | F1-score |
---|---|---|---|---|
1v1 | TF·IDF | 0.210819957 | 0.197094468 | 0.203726295 |
SeTF·IDF | 0.355171204 | 0.236033564 | 0.283598272 | |
TF·IDF1800 | 0.116894026 | 0.115778614 | 0.116333646 | |
WMD | 0.358587638 | 0.273787523 | 0.310501826 | |
Seed_TF·IDF | 0.284783174 | 0.227757698 | 0.253098099 | |
TF·IDF_word2vec | 0.218511086 | 0.223298753 | 0.220878979 | |
sent2vec | 0.209975675 | 0.153755042 | 0.177520441 | |
4v1 | TF·IDF | 0.203162567 | 0.190372868 | 0.196559888 |
SeTF·IDF | 0.361914601 | 0.246556037 | 0.293300035 | |
TF·IDF1800 | 0.117098454 | 0.113943072 | 0.115499216 | |
WMD | 0.338477937 | 0.300256706 | 0.318223762 | |
Seed_TF·IDF | 0.29824698 | 0.233749726 | 0.262088652 | |
TF·IDF_word2vec | 0.238826227 | 0.231257587 | 0.234980977 | |
sent2vec | 0.223046830 | 0.154791461 | 0.182754080 | |
20 news | TF·IDF | 0.688655922 | 0.680110185 | 0.684356377 |
TF·IDF2000 | 0.078399628 | 0.07408649 | 0.07618206 | |
WMD | 0.701975748 | 0.598521007 | 0.646133456 | |
Seed_TF·IDF | 0.654635361 | 0.647471893 | 0.651033922 | |
TF·IDF_word2vec | 0.582910280 | 0.581137014 | 0.582022296 | |
sent2vec | 0.246903835 | 0.264207205 | 0.255262622 |