TY - GEN
T1 - An effective approach to entity resolution problem using Quasi-Clique and its application to digital libraries
AU - On, Byung Won
AU - Elmacioglu, Ergin
AU - Lee, Dongwon
AU - Kang, Jaewoo
AU - Pei, Jian
PY - 2006
Y1 - 2006
N2 - We study how to resolve entities that contain a group of related elements in them (e.g., an author entity with a list of citations or an intermediate result by GROUP BY SQL query). Such entities, named as grouped-entities, frequently occur in many applications. By exploiting contextual information mined from the group of elements per entity in addition to syntactic similarity, we show that our approach, Quasi-Cllque, improves precision and recall unto 91% when used together with a variety of existing entity resolution solutions, but never worsens them.
AB - We study how to resolve entities that contain a group of related elements in them (e.g., an author entity with a list of citations or an intermediate result by GROUP BY SQL query). Such entities, named as grouped-entities, frequently occur in many applications. By exploiting contextual information mined from the group of elements per entity in addition to syntactic similarity, we show that our approach, Quasi-Cllque, improves precision and recall unto 91% when used together with a variety of existing entity resolution solutions, but never worsens them.
KW - Entity resolution
KW - Graph partition
KW - Name disambiguation
UR - http://www.scopus.com/inward/record.url?scp=34247276592&partnerID=8YFLogxK
U2 - 10.1145/1141753.1141761
DO - 10.1145/1141753.1141761
M3 - Conference contribution
AN - SCOPUS:34247276592
SN - 1595933549
SN - 9781595933546
T3 - Proceedings of the ACM/IEEE Joint Conference on Digital Libraries
SP - 51
EP - 52
BT - 6th ACM/IEEE-CS Joint Conference on Digital Libraries 2006
T2 - 6th ACM/IEEE-CS Joint Conference on Digital Libraries 2006: Opening Information Horizons, JCDL '06
Y2 - 11 June 2006 through 15 June 2006
ER -