TY - GEN
T1 - 2B or not 2B and everything in between - Novel evaluation methods for matching problems
AU - Sagi, Tomer
PY - 2014
Y1 - 2014
N2 - Solving matching problems in computer science entails generating alignments between structured data. Well known examples are schema matching, process model matching, ontology alignment, and Web service composition. Design of software systems aimed at solving these problems, and refinement of interim results, are aided by solution quality evaluation measures. Historically, measures have been based upon binary set-theory, required an expert generated exact-match and assumed a single expert review following the algorithmic effort. Motivated by new applications for data integration, the dissertation both extends commonly used measures and proposes new measures to support evaluation in a variety of scenarios. We review the measures proposed to date and present an outlook towards future work.
AB - Solving matching problems in computer science entails generating alignments between structured data. Well known examples are schema matching, process model matching, ontology alignment, and Web service composition. Design of software systems aimed at solving these problems, and refinement of interim results, are aided by solution quality evaluation measures. Historically, measures have been based upon binary set-theory, required an expert generated exact-match and assumed a single expert review following the algorithmic effort. Motivated by new applications for data integration, the dissertation both extends commonly used measures and proposes new measures to support evaluation in a variety of scenarios. We review the measures proposed to date and present an outlook towards future work.
UR - http://www.scopus.com/inward/record.url?scp=84901783822&partnerID=8YFLogxK
U2 - 10.1109/ICDEW.2014.6818349
DO - 10.1109/ICDEW.2014.6818349
M3 - Article in proceeding
AN - SCOPUS:84901783822
SN - 9781479934805
T3 - Proceedings - International Conference on Data Engineering
SP - 325
EP - 329
BT - 2014 IEEE 30th International Conference on Data Engineering Workshops, ICDEW 2014
PB - IEEE Computer Society Press
T2 - 2014 IEEE 30th International Conference on Data Engineering Workshops, ICDEW 2014
Y2 - 31 March 2014 through 4 April 2014
ER -