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DOME results for OAEI 2018

Sven Hertling, Heiko Paulheim
2018 International Semantic Web Conference  
The results look promising if huge texts are available, but there is still a lot of room for improvement.  ...  Due to its high scalability, it can also produce results in the largebio track of OAEI and can be applied to very large ontologies.  ...  Results The following section discusses the results for each track of the OAEI 2018 where DOME is able to produce meaningful results.  ... 
dblp:conf/semweb/HertlingP18 fatcat:k3lsf3cgyng4thhazcqo2v3asu

The Knowledge Graph Track at OAEI – Gold Standards, Baselines, and the Golden Hammer Bias [article]

Sven Hertling, Heiko Paulheim
2020 arXiv   pre-print
The Ontology Alignment Evaluation Initiative (OAEI) is an annual evaluation of ontology matching tools.  ...  In 2018, we have started the Knowledge Graph track, whose goal is to evaluate the simultaneous matching of entities and schemas of large-scale knowledge graphs.  ...  OAEI 2018.  ... 
arXiv:2002.10283v1 fatcat:ylzhf5puerfilpca5fjkrzdvvm

The Knowledge Graph Track at OAEI [chapter]

Sven Hertling, Heiko Paulheim
2020 Lecture Notes in Computer Science  
The Ontology Alignment Evaluation Initiative (OAEI) is an annual evaluation of ontology matching tools.  ...  In 2018, we have started the Knowledge Graph track, whose goal is to evaluate the simultaneous matching of entities and schemas of large-scale knowledge graphs.  ...  OAEI 2018.  ... 
doi:10.1007/978-3-030-49461-2_20 fatcat:fgbcx5xrm5bpbedcthqt5qngyy

DOME Results for OAEI 2019

Sven Hertling, Heiko Paulheim
2019 International Semantic Web Conference  
The results look promising if huge texts are available, but there is still a lot of room for improvement.  ...  Due to its high scalability, it can also produce results in the largebio track of OAEI and can be applied to very large knowledge graphs.  ...  In comparison to DOME submitted to OAEI 2018, the generation of the text for a given resource has changed.  ... 
dblp:conf/semweb/HertlingP19 fatcat:jlmicypd6nf6dhoshcvcimf7ry

Combining FCA-Map with representation learning for aligning large biomedical ontologies

Guoxuan Li, Songmao Zhang, Jiayi Wei, Wenqian Ye
2021 International Semantic Web Conference  
The approach has been shown to be effective by its performance in OAEI 2016, 2018 and 2019.  ...  The resultant system, called SBERTAlignment, is built based on Siamese BERT and has obtained competitive results for matching large biomedical ontologies.  ...  We also compared with two representation learning-based systems DOME and MultiOM, and for all the tasks our system outperforms except that DOME has higher precisions.  ... 
dblp:conf/semweb/LiZWY21 fatcat:g62odgoqjrf7zc7loafzuytahi

Identifying Mappings among Knowledge Graphs by Formal Concept Analysis

Guowei Chen, Songmao Zhang
2019 International Semantic Web Conference  
in the track in OAEI 2018.  ...  We intend to apply the approach to matching knowledge graphs (KGs) and this paper reports a preliminary result.  ...  The results are shown in Fig. 3 according to the gold standard 5 and evaluation tool 6 provided by OAEI 2018.  ... 
dblp:conf/semweb/ChenZ19 fatcat:rnmowtwnhjgg7p6veiinak5ini

Evaluating and comparing ontology alignment systems: An MCDM approach

Majid Mohammadi, Jafar Rezaei
2020 Journal of Web Semantics  
Accordingly, the participating alignment systems in the OAEI 2018 are evaluated and ranked.  ...  First, the importance of a performance metric for a specific task/application is determined according to experts' preferences.  ...  We apply the overall methodology to the outcome of the systems participated at the OAEI 2018, and the results are presented in Section 3.  ... 
doi:10.1016/j.websem.2020.100592 fatcat:pqadg6c6trh4xbz5vf5df7riru

Ensemble Ranking: Aggregation of rankings produced by different multi-criteria decision-making methods

Majid Mohammadi, Jafar Rezaei
2020 Omega : The International Journal of Management Science  
Ranking of systems participated in the 2018 OAEI conference track.  ...  http://oaei.ontologymatching.org/ 2 http://oaei.ontologymatching.org/2018/results/index.html  ... 
doi:10.1016/j.omega.2020.102254 fatcat:y25e5yqwxnfdnolgenfjla67de

Results of the Ontology Alignment Evaluation Initiative 2018

Alsayed Algergawy, Michelle Cheatham, Daniel Faria, Alfio Ferrara, Irini Fundulaki, Ian Harrow, Sven Hertling, Ernesto Jiménez-Ruiz, Naouel Karam, Abderrahmane Khiat, Patrick Lambrix, Huanyu Li (+12 others)
2018 International Semantic Web Conference  
Note that the only official results of the campaign are on the OAEI web site.  ...  The best way to learn about the results remains to read the papers that follow.  ...  We are also grateful to Martin Ringwald and Terry Hayamizu for providing the reference alignment for the anatomy ontologies and thank Elena Beisswanger for her thorough support on improving the quality  ... 
dblp:conf/semweb/AlgergawyCFFFHH18 fatcat:nitd235cd5ghnhgofhk7gqhiwu

Results of the Ontology Alignment Evaluation Initiative 2019

Alsayed Algergawy, Daniel Faria, Alfio Ferrara, Irini Fundulaki, Ian Harrow, Sven Hertling, Ernesto Jiménez-Ruiz, Naouel Karam, Abderrahmane Khiat, Patrick Lambrix, Huanyu Li, Stefano Montanelli (+10 others)
2019 International Semantic Web Conference  
The OAEI 2019 campaign offered 11 tracks with 29 test cases, and was attended by 20 participants.  ...  The Ontology Alignment Evaluation Initiative (OAEI) aims at comparing ontology matching systems on precisely defined test cases.  ...  The best way to learn about the results remains to read the papers that follow.  ... 
dblp:conf/semweb/AlgergawyFFFHHJ19 fatcat:4bl22l4qanf5xj3mwmxfykvo7q

MELT - Matching EvaLuation Toolkit [chapter]

Sven Hertling, Jan Portisch, Heiko Paulheim
2019 Lecture Notes in Computer Science  
Our contributions are twofold: We present an open source matching toolkit that integrates well into existing platforms, as well as an exemplary analysis of two OAEI 2018 tracks demonstrating advantages  ...  A particular focus is put on a streamlined development and evaluation process along with ease of use for matcher developers and evaluators.  ...  Exemplary Analysis of OAEI 2018 Results In order to demonstrate the capabilities of MELT, a small analysis of the OAEI 2018 results for the Conference and Anatomy track has been performed and is presented  ... 
doi:10.1007/978-3-030-33220-4_17 fatcat:w5raxpqe4nhwhcc4wu46rfrbhi

A gold standard dataset for large knowledge graphs matching

Omaima Fallatah, Ziqi Zhang, Frank Hopfgartner
2020 International Semantic Web Conference  
In 2018, OAEI has introduced a specific track for KG matching systems. Nonetheless, a major limitation of the current benchmark is their lack of representation of real-world KGs.  ...  The majority of these KGs are semi-automatically constructed, which has resulted in a significant degree of heterogeneity.  ...  Research in this domain has only been established since 2018, when OAEI introduced a new track dedicated to KG matching 5 .  ... 
dblp:conf/semweb/FallatahZH20 fatcat:uf5cf2s3zndj5cyholtcju74i4

AnyGraphMatcher Submission to the OAEI Knowledge Graph Challenge 2019

Alexander Lütke
2019 International Semantic Web Conference  
Results on the OAEI knowledge graph track however indicate the need for a more advanced blocking technique.  ...  Results show that word embeddinngs are to be seen a supportive feature for mapping rather than a key source of information.  ...  ALOD2VEC [4] and DOME [1] are two systems, which already used the idea of word embeddings for data integration in the 2018 OAEI challenge.  ... 
dblp:conf/semweb/Lutke19 fatcat:is7ypaufsrde7fxhvek7ng64ty

SANOM-HOBBIT: simulated annealing-based ontology matching on HOBBIT platform

Majid Mohammadi, Wout Hofman, Yao-Hua Tan
2020 Knowledge engineering review (Print)  
The outcomes of SANOM on the HOBBIT for several OAEI tracks are reported, and the results are compared with other competing systems in the corresponding tracks.  ...  As of 2018, the evaluation of systems is partly transitioned to the HOBBIT platform.  ...  Experimental results This section contains the results obtained by SANOM in the OAEI 2018 on the anatomy, conference, and disease and phenotype tracks.  ... 
doi:10.1017/s026988892000017x fatcat:ckqrn5n5nraxxb7jvijn7k4y5u

An Automatic Biomedical Ontology Meta-matching Technique

Xingsi Xue, Haiyan Yang, Jie Zhang, Jing Zhang, Dongxu Chen
2019 Journal of network intelligence  
The experiment utilizes the large biomed track provided by Ontology Alignment Evaluation Initiative (OAEI) to test our proposal's performance, and the experimental results show the effectiveness of our  ...  Currently, researchers mainly focus on how to tune the aggregating weights for various similarity measures to improve the quality of the ontology alignments.  ...  supported by the National Natural Science Foundation of China (Nos. 61503082 and 61841603), the Natural Science Foundation of Fujian Province (Nos. 2016J05145, 2015J01652 and 2017J05098), the Program for  ... 
dblp:journals/jni/XueYZZC19 fatcat:csg3yioywrh73nx2dkeqqfq2x4
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