An RDF Benchmark for Enriched Maritime Data
Pages 1 - 10
Abstract
This paper provides an RDF benchmark for triple stores for querying maritime data. The benchmark comes with an integrated data set of real-world data from diverse sources, which has been transformed to RDF triples, and a set of 15 SPARQL queries of varying complexity. Differently from previous available benchmarks that have focused on spatial RDF data, our work targets RDF data about trajectories of moving vessels, therefore the focus is on spatio-temporal RDF data. We present the process to generate the integrated data set, we delve into the details of the benchmark queries, and we provide evaluation results using a selected RDF triple store as a showcase. Furthermore, we make all data, queries and results publicly available to stimulate further research in the field.
References
[1]
Günes Aluç, Olaf Hartig, M. Tamer Özsu, and Khuzaima Daudjee. Diversified stress testing of RDF data management systems. In Proceedings of ISWC, volume 8796 of Lecture Notes in Computer Science, pages 197--212. Springer, 2014.
[2]
Alexander Artikis and Dimitris Zissis, editors. Guide to Maritime Informatics. Springer, 2021.
[3]
Christian Bizer and Andreas Schultz. The berlin SPARQL benchmark. Int. J. Semantic Web Inf. Syst., 5(2):1--24, 2009.
[4]
Christos Doulkeridis, Akrivi Vlachou, Nikos Pelekis, and Yannis Theodoridis. A survey on big data processing frameworks for mobility analytics. SIGMOD Rec., 50(2):18--29, 2021.
[5]
Songyun Duan, Anastasios Kementsietsidis, Kavitha Srinivas, and Octavian Udrea. Apples and oranges: a comparison of RDF benchmarks and real RDF datasets. In Proceedings of SIGMOD, pages 145--156. ACM, 2011.
[6]
Giannis Fikioris, Kostas Patroumpas, Alexander Artikis, Georgios Paliouras, and Manolis Pitsikalis. Fine-tuned compressed representations of vessel trajectories. In Mathieu d'Aquin, Stefan Dietze, Claudia Hauff, Edward Curry, and Philippe Cudré-Mauroux, editors, Proceedings of CIKM, pages 2429--2436. ACM, 2020.
[7]
Libo Gao, Lukasz Golab, M. Tamer Özsu, and Günes Aluç. Stream WatDiv: A streaming RDF benchmark. In Sven Groppe and Le Gruenwald, editors, Proceedings of SBD@SIGMOD, pages 3:1--3:6. ACM, 2018.
[8]
Yuanbo Guo, Zhengxiang Pan, and Jeff Heflin. LUBM: A benchmark for OWL knowledge base systems. J. Web Semant., 3(2--3):158--182, 2005.
[9]
Theofilos Ioannidis, George Garbis, Kostis Kyzirakos, Konstantina Bereta, and Manolis Koubarakis. Evaluating geospatial RDF stores using the benchmark geographica 2. J. Data Semant., 10(3--4):189--228, 2021.
[10]
An Ngoc Lam, Brian Elvesæter, and Francisco Martín-Recuerda. Evaluation of a representative selection of SPARQL query engines using wikidata. In Proceedings of ESWC, volume 13870 of Lecture Notes in Computer Science, pages 679--696. Springer, 2023.
[11]
Mohamed F. Mokbel et al. Towards mobility data science (vision paper). CoRR, abs/2307.05717, 2023.
[12]
Cyril Ray, Richard Dréo, Elena Camossi, Anne-Laure Jousselme, and Clément Iphar. Heterogeneous integrated dataset for maritime intelligence, surveillance, and reconnaissance. Data in Brief, 25:104141, 2019.
[13]
Georgios M. Santipantakis, Christos Doulkeridis, and George A. Vouros. An ontology for representing and querying semantic trajectories in the maritime domain. In Proceedings of ADBIS, 2023.
[14]
Georgios M. Santipantakis, Konstantinos I. Kotis, Apostolos Glenis, George A. Vouros, Christos Doulkeridis, and Akrivi Vlachou. RDF-Gen: Generating RDF triples from big data sources. Knowl. Inf. Syst., 64(11):2985--3015, 2022.
[15]
Georgios M. Santipantakis, Konstantinos I. Kotis, George A. Vouros, and Christos Doulkeridis. RDF-Gen: Generating RDF from streaming and archival data. In Rajendra Akerkar, Mirjana Ivanovic, Sang-Wook Kim, Yannis Manolopoulos, Riccardo Rosati, Milos Savic, Costin Badica, and Milos Radovanovic, editors, Proceedings of WIMS, pages 28:1--28:10. ACM, 2018.
[16]
Michael Schmidt, Thomas Hornung, Georg Lausen, and Christoph Pinkel. Spˆ2bench: A SPARQL performance benchmark. In Proceedings of ICDE, pages 222--233. IEEE Computer Society, 2009.
[17]
George A. Vouros, Georgios M. Santipantakis, Christos Doulkeridis, Akrivi Vlachou, Gennady L. Andrienko, Natalia V. Andrienko, Georg Fuchs, Jose Manuel Cordero Garcia, and Miguel Garcia Martinez. The datAcron ontology for the specification of semantic trajectories - specification of semantic trajectories for data transformations supporting visual analytics. J. Data Semant., 8(4):235--262, 2019.
Index Terms
- An RDF Benchmark for Enriched Maritime Data
Recommendations
Extended RDF: Computability and complexity issues
ERDF stable model semantics is a recently proposed semantics for ERDF ontologies and a faithful extension of RDFS semantics on RDF graphs. In this paper, we elaborate on the computability and complexity issues of the ERDF stable model semantics. Based ...
Performance assessment of RDF graph databases for smart city services
AbstractSmart cities are providing advanced services aggregating and exploiting data from different sources. Cities collect static data such as road graphs, service description, as well as dynamic/real time data like weather forecast, traffic ...
RDF packages: a scheme for efficient reasoning and querying over large-scale RDF data
iiWAS '10: Proceedings of the 12th International Conference on Information Integration and Web-based Applications & ServicesWhen querying RDF and RDFS data, for improving the performance, it is common to derive all triples according to RDFS entailment rules before query processing. An undesirable drawback of this approach is that a large number of triples are generated by ...
Comments
Information & Contributors
Information
Published In
November 2023
50 pages
ISBN:9798400703478
DOI:10.1145/3615885
Copyright © 2023 Owner/Author(s).
This work is licensed under a Creative Commons Attribution International 4.0 License.
Sponsors
Publisher
Association for Computing Machinery
New York, NY, United States
Publication History
Published: 21 November 2023
Check for updates
Author Tags
Qualifiers
- Research-article
Funding Sources
Conference
EMODE '23
Sponsor:
Contributors
Other Metrics
Bibliometrics & Citations
Bibliometrics
Article Metrics
- 0Total Citations
- 136Total Downloads
- Downloads (Last 12 months)136
- Downloads (Last 6 weeks)18
Reflects downloads up to 09 Nov 2024
Other Metrics
Citations
View Options
Get Access
Login options
Check if you have access through your login credentials or your institution to get full access on this article.
Sign in