TY - GEN
T1 - Multi-roles affiliation model for general user profiling
AU - Liao, Lizi
AU - Huang, Heyan
AU - Wang, Yashen
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015
Y1 - 2015
N2 - Online social networks release user attributes, which is important for many applications. Due to the sparsity of such user attributes online, many works focus on profiling user attributes automatically. However, in order to profile a specific user attribute, an unique model is built and such model usually does not fit other profiling tasks. In our work, we design a novel, flexible general user profiling model which naturally models users’ friendships with user attributes. Experiments show that our method simultaneously profile multiple attributes with better performance.
AB - Online social networks release user attributes, which is important for many applications. Due to the sparsity of such user attributes online, many works focus on profiling user attributes automatically. However, in order to profile a specific user attribute, an unique model is built and such model usually does not fit other profiling tasks. In our work, we design a novel, flexible general user profiling model which naturally models users’ friendships with user attributes. Experiments show that our method simultaneously profile multiple attributes with better performance.
KW - General user profiling
KW - Multi-roles affiliation model
KW - Social networks
UR - http://www.scopus.com/inward/record.url?scp=84949986345&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-22324-7_20
DO - 10.1007/978-3-319-22324-7_20
M3 - Conference contribution
AN - SCOPUS:84949986345
SN - 9783319223230
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 227
EP - 233
BT - Database Systems for Advanced Applications - DASFAA 2015 International Workshops, SeCoP, BDMS, and Posters, Revised Selected Papers
A2 - Ishikawa, Yoshiharu
A2 - Nutanong, Sarana
A2 - Liu, An
A2 - Qian, Tieyun
A2 - Cheema, Muhammad Aamir
PB - Springer Verlag
T2 - 2nd International Workshop on Semantic Computing and Personalization, SeCoP 2015, 2nd International Workshop on Big Data Management and Service, BDMS 2015 held in conjunction with 20th International Conference on Database Systems for Advanced Applications, DASFAA 2015
Y2 - 20 April 2015 through 23 April 2015
ER -