Multi-strategy Ontology Mapping Based on Stacking Method

Xia, Hongke; Zheng, Xuefeng; Hu, Xiang; Tian, Yuan

doi:10.1109/fskd.2009.103

Cited by 4 publications

(1 citation statement)

References 5 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…Ontology mapping is a crucial task to enable interoperation and interoperability between related ontologies. Ontology mapping aims to find semantic correspondences between similar elements of different ontologies [1] .Several mapping approaches adopt a multiple matching strategies to take advantage of the different kinds of ontological information.iMapper uses instance information of the ontology to enrich the original ontology and calculate similarities between concepts in two ontologies [2] .Multi concept similarity computing strategies is combined with stacking method in [3]. The approach in [4] judges the similarity of the nodes via utilizing the similarity of their ancestor nodes within the influential domain.…”

Section: Introductionmentioning

confidence: 99%

Characteristics Based Adaptive Weighting Method in Ontology Mapping

Zhang

Zhao

2010

AMR

View full text Add to dashboard Cite

Ontology mapping is a crucial task to enable interoperation and interoperability between related ontologies. Combining multiple mapping strategies can improve the mapping accuracy in ontology mapping. However, how to give weight values in multiple strategy ontology mapping is very difficult. Aiming at the problem, characteristics based adaptive weighting method is proposed in the paper. Six similarities is selected to reflect different kinds of ontological information. Ontologies characteristics related to the six similarities, which include self-characteristics and mutual-characteristics of both ontologies, are used to describe both ontologies to be mapped. Weight of each similarity is specified according to the characteristics of both ontologies. Experiment results showed that the method in the paper can get a better effect than traditional weights combining methods.

show abstract

Section: Introductionmentioning

confidence: 99%

Characteristics Based Adaptive Weighting Method in Ontology Mapping

Zhang

Zhao

2010

AMR

View full text Add to dashboard Cite

show abstract

Multi-strategy Based Matching Technique for Ontology Integration

Kumar

Singh

2014

Computational Intelligence in Data Mining - Volume 3

View full text Add to dashboard Cite

Background knowledge in ontology matching: A survey

Portisch

Hladik

Paulheim

2022

View full text Add to dashboard Cite

Ontology matching is an integral part for establishing semantic interoperability. One of the main challenges within the ontology matching operation is semantic heterogeneity, i.e. modeling differences between the two ontologies that are to be integrated. The semantics within most ontologies or schemas are, however, typically incomplete because they are designed within a certain context which is not explicitly modeled. Therefore, external background knowledge plays a major role in the task of (semi-) automated ontology and schema matching. In this survey, we introduce the reader to the general ontology matching problem. We review the background knowledge sources as well as the approaches applied to make use of external knowledge. Our survey covers all ontology matching systems that have been presented within the years 2004–2021 at a well-known ontology matching competition together with systematically selected publications in the research field. We present a classification system for external background knowledge, concept linking strategies, as well as for background knowledge exploitation approaches. We provide extensive examples and classify all ontology matching systems under review in a resource/strategy matrix obtained by coalescing the two classification systems. Lastly, we outline interesting and yet underexplored research directions of applying external knowledge within the ontology matching process.

show abstract

Multi-strategy Ontology Mapping Based on Stacking Method

Cited by 4 publications

References 5 publications

Characteristics Based Adaptive Weighting Method in Ontology Mapping

Characteristics Based Adaptive Weighting Method in Ontology Mapping

Multi-strategy Based Matching Technique for Ontology Integration

Background knowledge in ontology matching: A survey

Contact Info

Product

Resources

About