Table 6 

Results on sentiment classification (non-structured binary classification).

Accuracy
Passes
Train-Time (sec)
LBFGS (batch) 87.00 86 72.20 
SGD (on-line) 87.13 44 55.88 
Perc (on-line) 84.55 25 5.82 
Avg-Perc (on-line) 85.04 46 12.22 
ADF (proposal) 87.89 30 57.12 
Accuracy
Passes
Train-Time (sec)
LBFGS (batch) 87.00 86 72.20 
SGD (on-line) 87.13 44 55.88 
Perc (on-line) 84.55 25 5.82 
Avg-Perc (on-line) 85.04 46 12.22 
ADF (proposal) 87.89 30 57.12 
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