TABLE II:
100 iterations | 500 iterations | 1,000 iterations | ||||
---|---|---|---|---|---|---|
CH | SC | CH | SC | CH | SC | |
LSI | 86,260 | 0.41 | 86,260 | 0.40 | 86,260 | 0.40 |
BTM | 634,412 | 0.74 | 661,242 | 0.75 | 604,629 | 0.72 |
LDA | 515,737 | 0.68 | 486,522 | 0.68 | 521,198 | 0.69 |
GibbsLDA | 10,767,060 | 0.97 | 10,514,730 | 0.98 | 9,932,722 | 0.97 |
Online LDA | 849,068 | 0.77 | 834,351 | 0.76 | 938,428 | 0.78 |
Online Twitter LDA | 50,110,500 | 0.99 | 53,291,260 | 0.99 | 50,730,260 | 0.99 |
K-means+Doc2Vec | 31,196 | 0.20 | 31,196 | 0.20 | 31,196 | 0.20 |
K-means+TFIDF | 5,764 | 0.04 | 5,764 | 0.04 | 5,764 | 0.04 |