Ontology Alignment Evaluation Initiative - OAEI-2021 CampaignOAEI OAEI

Complex track - Evaluation

General description

The complex track aims at evaluating the systems which can generate both simple and complex correspondences.

This track contains 7 datasets from 5 different domains: Conference, Populated Conference, Hydrography, GeoLink, Populated GeoLink, Populated Enslaved and Taxon.

The detailed description of each dataset can be found at the OAEI Complex track page

Participating systems

This track is not attracting many participants since last year. This year, only MatchaC and AMD (for some subtracks) have been registered to participate.

Results

Conference dataset

The complex correspondences generated by the systems were manually compared to the ones of the provided consensus alignment.

For this evaluation, only equivalence correspondences were considered and the confidence of the correspondence were not be taken into account.

This year the conference subtrack of the complex track had only one participant MatchaC. However, MatchaC failed to generate alignments.

Hydrography dataset

In this subtack, in order to explain the performance of alignment systems, we break the evaluation down into three subtasks: Entity Identification, Relationship Identification, and Full Complex alignment Identification. The alignments generated for the final results have been evaluated using relaxed precision and recall.

This year, this track has been finally discontinued.

GeoLink dataset

The evaluation of GeoLink benchmark applies the same methods of evaluating Hydrography benchmark. The evaluation of the systems are performed by computing relaxed precision and recall for final results.

This year, this track has been finally discontinued.

Populated GeoLink dataset

The evaluation of Populated GeoLink benchmark applies the same methods of evaluating Hydrography benchmark. The evaluation of the systems are performed by computing relaxed precision and recall for final results.

This year, this track has been finally discontinued.

Populated Enslaved dataset

The evaluation of Populated Enslaved benchmark applies the same methods of evaluating Hydrography benchmark. The evaluation of the systems are performed by computing relaxed precision and recall for final results.

This year, this track has been finally discontinued.

Taxon dataset

Even though the ontologies of the Taxon dataset have a common scope (plant taxonomy), they are unevenly populated. For this reason, the automatic evaluation system can not be applied to this dataset.

AMD and MatchaC have been run in this track. However, they fail in generating alignments.

Conclusions

Unfortunately, this track attracts a too few number of participants. This year we lost AML and CANARD and the participant systems fail in generating alignments.

Organizers

References

[1] Ondřej Zamazal, Vojtěch Svátek. The Ten-Year OntoFarm and its Fertilization within the Onto-Sphere. Web Semantics: Science, Services and Agents on the World Wide Web, 43, 46-53. 2017.

[2] Élodie Thiéblin, Ollivier Haemmerlé, Nathalie Hernandez, Cassia Trojahn. Task-Oriented Complex Ontology Alignment: Two Alignment Evaluation Sets. In : European Semantic Web Conference. Springer, Cham, 655-670, 2020.

[3] Élodie Thiéblin, Fabien Amarger, Nathalie Hernandez, Catherine Roussey, Cassia Trojahn. Cross-querying LOD datasets using complex alignments: an application to agronomic taxa. In: Research Conference on Metadata and Semantics Research. Springer, Cham, 25-37, 2017.

[4] Lu Zhou, Michelle Cheatham, Adila Krisnadhi, Pascal Hitzler. A Complex Alignment Benchamark: GeoLink Dataset. In: International Semantic Web Conference. Springer, 2020.

[5] Marc Ehrig, and Jérôme Euzenat. "Relaxed precision and recall for ontology matching." K-CAP 2005 Workshop on Integrating Ontologies, Banff, Canada, 2005.

[6] Lu Zhou, Michelle Cheatham, Adila Krisnadhi, Pascal Hitzler. GeoLink DataSet: A Complex Alignment Benchmark from Real-world Ontology. In: Data Intellegence. Volume 2, Issue 3, Pages 353-378, MIT Press, 2020.

[7] Lu Zhou, Cogan Shimizu, Pascal Hitzler, Alicia M. Sheill, Seila Gonzalez Estrecha, Catherine Foley, Duncan Tarr, Dean Rehberger. The Enslaved Dataset: A Real-world Complex Ontology Alignment Benchmark using Wikibase. In: Conference on Information and Knowledge Management, ACM, 2020.