Proceedings:
Proceedings of the International AAAI Conference on Web and Social Media, 8
Volume
Issue:
Vol. 8 No. 1 (2014): Eighth International AAAI Conference on Weblogs and Social Media
Track:
Full Papers
Downloads:
Abstract:
In marketing and advertising, developing and managingbrands value represent the core activities performedby companies. Successful brands attract buyers andadopters, which in turn increase the companies’ value.Given a set of user-item adoption data, can we inferbrand effects from users adopting items? To answerthis question, we develop the Brand Item Topic Model(BITM) that incorporates users’ brand preferences inthe process of item adoption by the users. We evaluateour model using synthetic and two real world datasetsagainst baseline models which do not consider brand effects.The results show that BITM can determine userswho demonstrate brand preferences and predict itemadoptions more accurately.
DOI:
10.1609/icwsm.v8i1.14531
ICWSM
Vol. 8 No. 1 (2014): Eighth International AAAI Conference on Weblogs and Social Media