TY - GEN
T1 - Location-based emerging event detection in social networks
AU - Unankard, Sayan
AU - Li, Xue
AU - Sharaf, Mohamed A.
PY - 2013
Y1 - 2013
N2 - This paper proposes a system for the early detection of emerging events by grouping micro-blog messages into events and using the message-mentioned locations to identify the locations of events. In our research we correlate user locations with event locations in order to identify the strong correlations between locations and events that are emerging. We have evaluated our approach on a real-world Twitter dataset with different granularity of location levels. Our experiments show that the proposed approach can effectively detect the top-k ranked emerging events with respect to the locations of the users in the different granularity of location scales.
AB - This paper proposes a system for the early detection of emerging events by grouping micro-blog messages into events and using the message-mentioned locations to identify the locations of events. In our research we correlate user locations with event locations in order to identify the strong correlations between locations and events that are emerging. We have evaluated our approach on a real-world Twitter dataset with different granularity of location levels. Our experiments show that the proposed approach can effectively detect the top-k ranked emerging events with respect to the locations of the users in the different granularity of location scales.
KW - Emerging event detection
KW - Location-based social networks
KW - Micro-blogs
UR - http://www.scopus.com/inward/record.url?scp=84875843520&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84875843520&partnerID=8YFLogxK
U2 - 10.1007/978-3-642-37401-2_29
DO - 10.1007/978-3-642-37401-2_29
M3 - Conference contribution
AN - SCOPUS:84875843520
SN - 9783642374005
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 280
EP - 291
BT - Web Technologies and Applications - 15th Asia-Pacific Web Conference, APWeb 2013, Proceedings
T2 - 15th Asia-Pacific Web Conference on Web Technologies and Applications, APWeb 2013
Y2 - 4 April 2013 through 6 April 2013
ER -