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PVLDB
2010
110views more  PVLDB 2010»
13 years 3 months ago
Evaluation of entity resolution approaches on real-world match problems
Despite the huge amount of recent research efforts on entity resolution (matching) there has not yet been a comparative evaluation on the relative effectiveness and efficiency of ...
Hanna Köpcke, Andreas Thor, Erhard Rahm
TVCG
2008
122views more  TVCG 2008»
13 years 4 months ago
Interactive Entity Resolution in Relational Data: A Visual Analytic Tool and Its Evaluation
Databases often contain uncertain and imprecise references to real-world entities. Entity resolution, which is the process of reconciling multiple references to underlying real-wor...
Hyunmo Kang, Lise Getoor, Ben Shneiderman, Mustafa...
DEBU
2006
85views more  DEBU 2006»
13 years 4 months ago
Generic Entity Resolution in the SERF Project
The SERF project at Stanford deals with the Entity Resolution (ER) problem, in which records determined to represent the same real-life "entities" (such as people or pro...
Omar Benjelloun, Hector Garcia-Molina, Hideki Kawa...
CORR
2010
Springer
143views Education» more  CORR 2010»
13 years 4 months ago
Parallel Sorted Neighborhood Blocking with MapReduce
: Cloud infrastructures enable the efficient parallel execution of data-intensive tasks such as entity resolution on large datasets. We investigate challenges and possible solution...
Lars Kolb, Andreas Thor, Erhard Rahm
CLEANDB
2006
ACM
112views Database» more  CLEANDB 2006»
13 years 8 months ago
Generic Entity Resolution with Data Confidences
We consider the Entity Resolution (ER) problem (also known as deduplication, or merge-purge), in which records determined to represent the same real-world entity are successively ...
David Menestrina, Omar Benjelloun, Hector Garcia-M...
GD
2005
Springer
13 years 10 months ago
D-Dupe: An Interactive Tool for Entity Resolution in Social Networks
Visualizing and analyzing social networks is a challenging problem that has been receiving growing attention. An important first step, before analysis can begin, is ensuring that...
Mustafa Bilgic, Louis Licamele, Lise Getoor, Ben S...
ICDM
2006
IEEE
107views Data Mining» more  ICDM 2006»
13 years 11 months ago
Improving Grouped-Entity Resolution Using Quasi-Cliques
The entity resolution (ER) problem, which identifies duplicate entities that refer to the same real world entity, is essential in many applications. In this paper, in particular,...
Byung-Won On, Ergin Elmacioglu, Dongwon Lee, Jaewo...
ICDM
2006
IEEE
116views Data Mining» more  ICDM 2006»
13 years 11 months ago
Entity Resolution with Markov Logic
Entity resolution is the problem of determining which records in a database refer to the same entities, and is a crucial and expensive step in the data mining process. Interest in...
Parag Singla, Pedro Domingos
VLDB
2009
ACM
168views Database» more  VLDB 2009»
14 years 5 months ago
Swoosh: a generic approach to entity resolution
Omar Benjelloun, Hector Garcia-Molina, David Menes...