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SERIMI - Resource Description Similarity, RDF Instance Matching and Interlinking
[article]
2011
arXiv
pre-print
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SERIMI matches instances between a source and a target datasets, without prior knowledge of the data, domain or schema of these datasets. ...
In this paper, we propose a novel interlinking method, SERIMI, for solving this problem automatically. ...
This means that, in RDF, the schema matching (e.g. ontology alignment) is not always necessary and sufficient for achieving RDF instance matching and interlinking. ...
arXiv:1107.1104v1
fatcat:qnwthdc4ure5rfhadd24rpdf3u
SERIMI results for OAEI 2011
2011
International Semantic Web Conference
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We first describe the basic interlinking process and interlinking strategies in SERIMI, and then we present specific techniques used in this track. ...
We conclude with a discussion of our results, and possible directions to improve SERIMI in future work. ...
In this context, ontology matching [2, 3, 4, 5, 6] and instance matching [9] are the two most-studied sub-problems of interlinking. ...
dblp:conf/semweb/AraujoVS11
fatcat:ehlx6rzc5bclbcs4kxjr3njig4
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. ...
Traditional methods compare two instances by predefined pairs of RDF predicates, and therefore they rely on the domain of the data. ...
SERIMI [1] selects the useful predicates and their alignments by considering the entropy and the similarity of RDF objects. ...
doi:10.1007/978-3-642-37996-3_8
fatcat:haui2ti5zna6hachqqwpyqbfzu
Learning approach for domain-independent linked data instance matching
2012
Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics - MDS '12
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First, we compute the similarity vectors between labeled pairs of instances without specifying the meaning of the RDF predicates. ...
Recently, instance matching has been used to identify owl:sameAs links between linked datasets. ...
To estimate the correlation of two instances, RDF-AI chooses the highest value of similarities between all pairs of interlinked resources. ...
doi:10.1145/2350190.2350197
fatcat:lbk43ssh3ne4zetfyxbqnq7gga
A Comparative Evaluation of Geospatial Semantic Web Frameworks for Cultural Heritage
2020
Heritage
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Recently, many Resource Description Framework (RDF) data generation tools have been developed to convert geospatial and non-geospatial data into RDF data. ...
Furthermore, there are several interlinking frameworks that find semantically equivalent geospatial resources in related RDF data sources. ...
Conclusions In recent years, several RDF-generation tools and interlinking frameworks have been developed. ...
doi:10.3390/heritage3030048
fatcat:le7fip6jcvd5jmmfslzcgw5sc4
Ontology Instance Linking: Towards Interlinked Knowledge Graphs
2016
PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE
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In order to facilitate data utilization and consumption in the Semantic Web, without compromising the freedom of people to publish their data, one critical problem is to appropriately interlink such heterogeneous ...
In this paper, we first summarize state-of-the-art algorithms in detecting such coreference relationships between ontology instances. ...
Introduction Recently, more and more data is being published in Semantic Web formats (e.g., the Resource Description Framework (RDF) 1 and the Web Ontology Language (OWL) 2 ) by both academic researchers ...
doi:10.1609/aaai.v30i1.9880
fatcat:tcry7rrv3vgenhrzqv22fdrsgi
Data Linking for the Semantic Web
2011
International Journal on Semantic Web and Information Systems (IJSWIS)
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Matching. In the instance matching step, the object description comparison is executed according to the metrics chosen in the configuration step. ...
If required, external resources are used in this step to optimize the matching with respect to a pre-defined mapping or to determine the similarity between property values according to existing lexical ...
It consists in selecting resources to be matched and performs string similarity matching on relevant attributes. (Raimond et al., 2008) is a Prolog based dataset interlinking tool. ...
doi:10.4018/jswis.2011070103
fatcat:7jhgsihws5d5dflmdulwz36jwi
Explicit Link Discovery Scheme Optimized with Ontology Mapping using Improved Machine Learning Approach
2021
Studies in Informatics and Control
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The second is instance-based similarity matching using the Semantically enhanced Nearest Neighbour method (SeNN), which is employed in order to compare and quantify the semantic enhanced nearest neighbour ...
The proposed model includes the entity behaviour and structural information of the ontology classes for the similarity matching process. ...
A large set of semantic and syntactic datasets is loaded to perform the best ontology matching process. Instance matching and web data interlinking are performed based on the OAEI 2019 campaign. ...
doi:10.24846/v30i1y202106
fatcat:6btp2dhhjvbqpgnorfptr7s4ei
Alignment and dataset identification of linked data in Semantic Web
2014
Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery
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With rapid expansion in size and diversity, it consists of over 800 interlinked datasets with over 60 billion triples. ...
However, two of the key obstacles in using the LOD cloud are the limited support for data integration tasks over concepts, instances, and properties, and relevant data source selection for querying over ...
Property alignment has two components: data-type and objecttype property alignments. Object-type properties are the ones having RDF resources as both subject and object of the property. ...
doi:10.1002/widm.1121
fatcat:kepqzsvqe5cdzidminymidx2qm
Data Link Discovery Tools for Big Linked Data: A comprehensive study
2019
International Conference on Big Data and Cyber-Security Intelligence
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They apply instance matching rather than ontology matching, and support active learning. They both have their drawbacks and their advantages, which makes it hard to disregard one of them. ...
This paper aims to evaluate whether SILK and LIMES are potential options for interlinking large-scale biomedical datasets, comparing the two frameworks at many levels, starting from the general features ...
In a formal definition, let S(source) and T (target) two sets of RDF instances as well as s and t two instances of S and T respectively, and a similarity threshold ⇥ 2 [0, 1]. ...
dblp:conf/bdcsintell/DhayneFK19
fatcat:zz2f6vqt3ffojcrfcffzpy5tvq
Evaluation of instance matching tools: The experience of OAEI
2013
Journal of Web Semantics
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In this paper, we describe the experience of instance matching and data linking evaluation in the context of the Ontology Alignment Evaluation Initiative (IM@OAEI). ...
together data representing same or similar real objects. ...
This implies that thesauri and top ontologies that are useful resources for ontology matching are often less useful for instance matching. ...
doi:10.1016/j.websem.2013.05.004
fatcat:iiygzevfh5giphvnaknp7z2v6y
Evaluation of Instance Matching Tools: The Experience of OAEI
2013
Social Science Research Network
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In this paper, we describe the experience of instance matching and data linking evaluation in the context of the Ontology Alignment Evaluation Initiative (IM@OAEI). ...
together data representing same or similar real objects. ...
This implies that thesauri and top ontologies that are useful resources for ontology matching are often less useful for instance matching. ...
doi:10.2139/ssrn.3199068
fatcat:vjo5trz32jgnza2jfrisb2q264
Property Alignment of Linked Data Based on Similarity between Functions
2015
International Journal of Database Theory and Application
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Considering the role of properties in RDF triples, we regard all properties of linked data as property functions, and convert the problem of property alignment to the similarity evaluation between property ...
The experimental results show that our method is independent of the property naming rules and can retrieve some matching properties ignored by other methods. ...
Several RDF Triples in DBpedia and YAGO The basic component of linked data is RDF (Resource Description Framework) triple, which can be formally expressed as (s, p, o) ∈ (I ∪ B) × (I ∪ B) × (I ∪ B ∪ L) ...
doi:10.14257/ijdta.2015.8.4.20
fatcat:zavoccdmwffo7crbxvthgumqqy
Automatically generating data linkages using class-based discriminative properties
2014
Data & Knowledge Engineering
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Traditional similarity-based methods to this data linkage problem do not scale well since they exhaustively compare every pair of instances. ...
in the future to link instances between the same classes and domains. ...
Acknowledgments This work is supported in part by the National Natural Science Foundation of China under Grant Nos. 61370019, 61223003 and 61321491, and in part by the Natural Science Foundation of Jiangsu ...
doi:10.1016/j.datak.2014.03.001
fatcat:6shunhaq2vcpfgj3hxfxwyqhci
Results of the ontology alignment evaluation initiative 2011
2011
International Semantic Web Conference
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The only official results of the campaign, however, are on the OAEI web site. on the same basis and to allow anyone for drawing conclusions about the best matching strategies. ...
This project aims at providing a software infrastructure for automatically executing evaluations, and evaluation campaigns for typical semantic web tools, including ontology matching. ...
We know that they have worked hard for having their matching tools executable in time and they provided insightful papers presenting their experience. ...
dblp:conf/semweb/EuzenatFHHMNRSSSST11
fatcat:a4ssdrfjonaahma6kxuljeergm
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