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SERIMI - Resource Description Similarity, RDF Instance Matching and Interlinking [article]

Samur Araujo, Jan Hidders, Daniel Schwabe, Arjen P. de Vries
2011 arXiv   pre-print
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

Samur Araújo, Arjen P. de Vries, Daniel Schwabe
2011 International Semantic Web Conference  
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]

Khai Nguyen, Ryutaro Ichise, Bac Le
2013 Lecture Notes in Computer Science  
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

Khai Nguyen, Ryutaro Ichise, Hoai-Bac Le
2012 Proceedings of the ACM SIGKDD Workshop on Mining Data Semantics - MDS '12  
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

Ikrom Nishanbaev, Erik Champion, David A. McMeekin
2020 Heritage  
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

Jeff Heflin, Dezhao Song
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

Alfio Ferrara, Andriy Nikolov, François Scharffe
2011 International Journal on Semantic Web and Information Systems (IJSWIS)  
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

Sengodan MANI, Samukutty ANNADURAI
2021 Studies in Informatics and Control  
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

Kalpa Gunaratna, Sarasi Lalithsena, Amit Sheth
2014 Wiley Interdisciplinary Reviews Data Mining and Knowledge Discovery  
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

Houssein Dhayne, Hanan Farhat, Rima Kilany
2019 International Conference on Big Data and Cyber-Security Intelligence  
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

A. Ferrara, A. Nikolov, J. Noessner, F. Scharffe
2013 Journal of Web Semantics  
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

Alfio Ferrara, Andriy Nikolov, Jan Noessner, Francois Scharffe
2013 Social Science Research Network  
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

Yu Liu, Shi-Hong Chen, Jin-Guang Gu Chen
2015 International Journal of Database Theory and Application  
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

Wei Hu, Rui Yang, Yuzhong Qu
2014 Data & Knowledge Engineering  
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

Jérôme Euzenat, Alfio Ferrara, Willem Robert van Hage, Laura Hollink, Christian Meilicke, Andriy Nikolov, Dominique Ritze, François Scharffe, Pavel Shvaiko, Heiner Stuckenschmidt, Ondrej Sváb-Zamazal, Cássia Trojahn dos Santos
2011 International Semantic Web Conference  
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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