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Putting Instance Matching to the Test: Is Instance Matching Ready for Reliable Data Linking?
[chapter]
2014
Lecture Notes in Computer Science
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To establish if instance matching systems are really ready for real-world data interlinking, we analyzed the main challenges of instance matching. ...
organized by the Ontology Alignment Evaluation Initiative (OAEI). ...
Actually, judging by the 2013's OAEI evaluation results (sustained precision of over 0.9), instance matching systems seem to have reached a level of maturity. ...
doi:10.1007/978-3-319-08326-1_28
fatcat:vk6bri742zgq7nifoqdosjrgja
A survey of current Link Discovery frameworks
2016
Semantic Web Journal
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With the steady growth in size of datasets comes an increased need for end users to know which frameworks to use for deriving links between datasets. ...
For this purpose, we outline general requirements and derive a generic architecture of Link Discovery frameworks. ...
F-measure results for test cases of OAEI 2013 benchmark RDFT. FMeas. ...
doi:10.3233/sw-150210
fatcat:xbtcpxrjivawhfyvzklr7x3qdm
Interlinking Linked Data Sources Using a Domain-Independent System
[chapter]
2013
Lecture Notes in Computer Science
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Finally, SLINT+ uses selected predicate alignments as the guide for generating candidate and matching instances. ...
However they still require the human curation for the labeled data as the input for learning process. ...
The second dataset, OAEI2011 is the data that was selected for the most recent OAEI 2011 Instance Matching Campaign [4] . ...
doi:10.1007/978-3-642-37996-3_8
fatcat:haui2ti5zna6hachqqwpyqbfzu
Linked Data Entity Resolution System Enhanced by Configuration Learning Algorithm
2016
IEICE transactions on information and systems
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The quality of the resolution result depends on the appropriateness of the configuration, including the selected matching properties and the similarity measures. ...
Because such configuration details are currently set differently across domains and repositories, a general resolution approach for every repository is necessary. ...
SLINT+ improves the resolution result). ...
doi:10.1587/transinf.2015edp7392
fatcat:czwb3q7dlfhphamnemjfajdere
SEM+: tool for discovering concept mapping in Earth science related domain
2015
Earth Science Informatics
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In this paper, we discuss a new tool for performing concept mapping called SEM+. ...
We also adopted a blocking approach to group possible matching entities into one block and therefore reduce the computation space. ...
There are many impressive state-of-the-art systems developed for the purpose of performing schema level ontology matching (Shvaiko and Euzenant 2013) . ...
doi:10.1007/s12145-014-0203-1
fatcat:bvrnsogqg5c5xgbrdfygwgcu5u
Active learning of expressive linkage rules using genetic programming
2013
Journal of Web Semantics
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Many existing methods for matching entities rely on explicit linkage rules, which specify the conditions which must hold true for two entities in order to be interlinked. ...
Our evaluation shows that ActiveGenLink is capable of generating high quality linkage rules based on labeling a small number of candidate links and that our query strategy for selecting the link candidates ...
For both data sets, we compared our results with the results of the participating systems in the instance matching track. ...
doi:10.1016/j.websem.2013.06.001
fatcat:56b6hgt25nep5k6btvdrbq2n7u
Active Learning of Expressive Linkage Rules Using Genetic Programming
2013
Social Science Research Network
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Many existing methods for matching entities rely on explicit linkage rules, which specify the conditions which must hold true for two entities in order to be interlinked. ...
Our evaluation shows that ActiveGenLink is capable of generating high quality linkage rules based on labeling a small number of candidate links and that our query strategy for selecting the link candidates ...
For both data sets, we compared our results with the results of the participating systems in the instance matching track. ...
doi:10.2139/ssrn.3199077
fatcat:f6wwxmuh5zadtcvaf6u5zm5ccy
Definition of an Ontology Matching Algorithm for Context Integration in Smart Cities
2014
Sensors
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were not specifically designed for smart cities. ...
To meet this goal we use ontology matching techniques, specifically we have defined a new ontology matching algorithm called OntoPhil to be deployed within a smart city, which has never been done before ...
SLINT++ (Schema-independent Linked Data Interlinking System) [65, 66] is a data interlinking system specifically designed to perform instance matching. ...
doi:10.3390/s141223581
pmid:25494353
pmcid:PMC4299078
fatcat:x5gfqq763rc6bciklmrdcimajm
A Heuristic Expansion Framework for Mapping Instances to Linked Open Data
2016
IEICE transactions on information and systems
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Mapping instances to the Linked Open Data (LOD) cloud plays an important role for enriching information of instances, since the LOD cloud contains abundant amounts of interlinked instances describing the ...
In this article, we therefore introduce a heuristic expansion based framework for mapping instances to LOD data sets. ...
SLINT [10] and SLINT+ [11] select useful predicates for generating candidate pairs of instances and then such candidate pairs are verified whether they are identical or not. ...
doi:10.1587/transinf.2015edp7390
fatcat:2wzybohlxbh27acdsyg76hzhty