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Table 8

Results for the effect of the tTC(books) (top) and tTC(movies) (bottom) Topics on sentiment classification on product and movie reviews. As we do not have access to the ground truth, we compare TReATE(O,CF) (denoted in the table as TReATEdomain) on each domain separately, and denote b,d,e,k,m for each of the domains: Books, DVD, Electronics, Kitchen Appliances, and Movies, respectively. The domain for which the effect of the treated concept is the highest for each experiment is highlighted in bold.

DomainExperimentTReATEbTReATEdTReATEeTReATEkTReATEm
Books Balanced 0.131 0.113 0.034 0.085 0.113 
Gentle 0.207 0.191 0.155 0.156 0.178 
Aggressive 0.656 0.176 0.154 0.137 0.181 
 
Movies Balanced 0.185 0.185 0.140 0.147 0.207 
Gentle 0.204 0.235 0.204 0.207 0.260 
Aggressive 0.315 0.492 0.272 0.267 0.605 
DomainExperimentTReATEbTReATEdTReATEeTReATEkTReATEm
Books Balanced 0.131 0.113 0.034 0.085 0.113 
Gentle 0.207 0.191 0.155 0.156 0.178 
Aggressive 0.656 0.176 0.154 0.137 0.181 
 
Movies Balanced 0.185 0.185 0.140 0.147 0.207 
Gentle 0.204 0.235 0.204 0.207 0.260 
Aggressive 0.315 0.492 0.272 0.267 0.605 
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