Skip to main content
Top
Published in: Journal of Intelligent Information Systems 1/2022

19-11-2021

LOD search engine: A semantic search over linked data

Authors: Hiteshwar kumar Azad, Akshay Deepak, Amisha Azad

Published in: Journal of Intelligent Information Systems | Issue 1/2022

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In the last few years, there has been a significant growth in the amount of data published in RDF and adoption of Linked Data principles. Every day, a large number of people and communities contribute to the publication of datasets as Linked Data on Linked Open Data (LOD) cloud. Due to a large size of LOD cloud on the Web and the RDF representation of linked dataset, searching and retrieving relevant data on the Web is a major challenge. Because the data is published in RDF triple format, i.e. an interlinked structure, traditional search engines are unable to perform searches on Linked Data. This article introduces LOD search engine, a novel semantic search engine that searches on Semantic Web documents (such as Linked Data or triples) to retrieve a set of relevant information based on user queries. For searching over triples, we proposed two semantic search methods: Forward Search and Backward Search. To improve search results, two new ranking methods have also been introduced: Domain Ranking and Triple Ranking. The proposed LOD search engine produced remarkable results and outperformed other semantic search engines. In the best-case scenario, the proposed LOD search engine outperforms the swoogle and falcons by 22.35%, 43.38% and 33.18% in terms of precision, recall, and F-Measure respectively.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
go back to reference Azad, H.K., & Deepak, A. (2019a). A new approach for query expansion using wikipedia and wordnet. Information Sciences, 492, 147–163.CrossRef Azad, H.K., & Deepak, A. (2019a). A new approach for query expansion using wikipedia and wordnet. Information Sciences, 492, 147–163.CrossRef
go back to reference Azad, H.K., & Deepak, A. (2019b). Query expansion techniques for information retrieval: a survey. Information Processing & Management, 56 (5), 1698–1735.CrossRef Azad, H.K., & Deepak, A. (2019b). Query expansion techniques for information retrieval: a survey. Information Processing & Management, 56 (5), 1698–1735.CrossRef
go back to reference Azad, H. K., Deepak, A., & Abhishek, K. (2016). Linked open data search engine. In Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies (p. 17). ACM. Azad, H. K., Deepak, A., & Abhishek, K. (2016). Linked open data search engine. In Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies (p. 17). ACM.
go back to reference Baeza-Yates, R., & Davis, E. (2004). Web page ranking using link attributes. In Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters, pp. 328–329. ACM. Baeza-Yates, R., & Davis, E. (2004). Web page ranking using link attributes. In Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters, pp. 328–329. ACM.
go back to reference Balmin, A., Hristidis, V., & Papakonstantinou, Y. (2004). Objectrank: Authority-based keyword search in databases. In Proceedings of the Thirtieth international conference on Very large data bases-Volume 30 (pp. 564–575). VLDB Endowment. Balmin, A., Hristidis, V., & Papakonstantinou, Y. (2004). Objectrank: Authority-based keyword search in databases. In Proceedings of the Thirtieth international conference on Very large data bases-Volume 30 (pp. 564–575). VLDB Endowment.
go back to reference Berkani, N., Bellatreche, L., Khouri, S., & Ordonez, C. (2020). The contribution of linked open data to augment a traditional data warehouse. Journal of Intelligent Information Systems, 55(3), 397–421.CrossRef Berkani, N., Bellatreche, L., Khouri, S., & Ordonez, C. (2020). The contribution of linked open data to augment a traditional data warehouse. Journal of Intelligent Information Systems, 55(3), 397–421.CrossRef
go back to reference Bizer, C. (2009). The emerging web of linked data. IEEE Intelligent Systems, 24(5), 87–92.CrossRef Bizer, C. (2009). The emerging web of linked data. IEEE Intelligent Systems, 24(5), 87–92.CrossRef
go back to reference Bizer, C., Cyganiak, R., Heath, T., & et al. (2007). How to publish linked data on the web 2007. Bizer, C., Cyganiak, R., Heath, T., & et al. (2007). How to publish linked data on the web 2007.
go back to reference Brill, E. (1992). Penn treebank tagger. Copyright by MIT and University of Pennsylvania. Brill, E. (1992). Penn treebank tagger. Copyright by MIT and University of Pennsylvania.
go back to reference Cheng, G., Ge, W., & Qu, Y. (2008). Falcons: searching and browsing entities on the semantic web. In Proceedings of the 17th international conference on World Wide Web (pp. 1101–1102). ACM. Cheng, G., Ge, W., & Qu, Y. (2008). Falcons: searching and browsing entities on the semantic web. In Proceedings of the 17th international conference on World Wide Web (pp. 1101–1102). ACM.
go back to reference Cheng, G., & Qu, Y. (2009). Searching linked objects with falcons: Approach implementation and evaluation. Cheng, G., & Qu, Y. (2009). Searching linked objects with falcons: Approach implementation and evaluation.
go back to reference d’Aquin, M., Sabou, M., Dzbor, M., Baldassarre, C., Gridinoc, L., Angeletou, S., & Motta, E. (2007). Watson: A gateway for the semantic Web. d’Aquin, M., Sabou, M., Dzbor, M., Baldassarre, C., Gridinoc, L., Angeletou, S., & Motta, E. (2007). Watson: A gateway for the semantic Web.
go back to reference Dimitrakis, E., Sgontzos, K., & Tzitzikas, Y. (2020). A survey on question answering systems over linked data and documents. Journal of Intelligent Information Systems, 55(2), 233–259.CrossRef Dimitrakis, E., Sgontzos, K., & Tzitzikas, Y. (2020). A survey on question answering systems over linked data and documents. Journal of Intelligent Information Systems, 55(2), 233–259.CrossRef
go back to reference Ding, L., Finin, T., Joshi, A., Pan, R., Cost, R. S., Peng, Y., Reddivari, P., Doshi, V., & Sachs, J. (2004). Swoogle: a search and metadata engine for the semantic web. In Proceedings of the thirteenth ACM international conference on Information and knowledge management (pp. 652–659). ACM. Ding, L., Finin, T., Joshi, A., Pan, R., Cost, R. S., Peng, Y., Reddivari, P., Doshi, V., & Sachs, J. (2004). Swoogle: a search and metadata engine for the semantic web. In Proceedings of the thirteenth ACM international conference on Information and knowledge management (pp. 652–659). ACM.
go back to reference El-Gayar, M., Mekky, N.E., Atwan, A., & Soliman, H. (2019). Enhanced search engine using proposed framework and ranking algorithm based on semantic relations. IEEE Access, 7, 139,337–139,349.CrossRef El-Gayar, M., Mekky, N.E., Atwan, A., & Soliman, H. (2019). Enhanced search engine using proposed framework and ranking algorithm based on semantic relations. IEEE Access, 7, 139,337–139,349.CrossRef
go back to reference Fernández, J. D., Beek, W., Martínez-prieto, M.A., & Arias, M. (2017). Lod-a-lot. In International semantic web conference (pp. 75–83). Berlin: Springer. Fernández, J. D., Beek, W., Martínez-prieto, M.A., & Arias, M. (2017). Lod-a-lot. In International semantic web conference (pp. 75–83). Berlin: Springer.
go back to reference Fernández, J.D., Martínez-prieto, M.A., Gutié, rrez C., Polleres, A., & Arias, M. (2013). Binary rdf representation for publication and exchange (hdt). Journal of Web Semantics, 19, 22–41.CrossRef Fernández, J.D., Martínez-prieto, M.A., Gutié, rrez C., Polleres, A., & Arias, M. (2013). Binary rdf representation for publication and exchange (hdt). Journal of Web Semantics, 19, 22–41.CrossRef
go back to reference Hartig, O., & Pirrò, G. (2015). A context-based semantics for sparql property paths over the Web. In European semantic web conference (pp. 71–87). Berlin: Springer. Hartig, O., & Pirrò, G. (2015). A context-based semantics for sparql property paths over the Web. In European semantic web conference (pp. 71–87). Berlin: Springer.
go back to reference Hogan, A., Harth, A., Umbrich, J., Kinsella, S., Polleres, A., & Decker, S. (2011). Searching and browsing linked data with swse: the semantic web search engine. Web Semantics: Science, Services and Agents on the World Wide Web, 9 (4), 365–401.CrossRef Hogan, A., Harth, A., Umbrich, J., Kinsella, S., Polleres, A., & Decker, S. (2011). Searching and browsing linked data with swse: the semantic web search engine. Web Semantics: Science, Services and Agents on the World Wide Web, 9 (4), 365–401.CrossRef
go back to reference Manola, F., Miller, E., McBride, B., & et al. (2004). Rdf primer. W3C Recommendation, 10(1-107), 6. Manola, F., Miller, E., McBride, B., & et al. (2004). Rdf primer. W3C Recommendation, 10(1-107), 6.
go back to reference McGuinness, D.L., Van Harmelen, F., & et al. (2004). Owl web ontology language overview. W3C Recommendation, 10(10), 2004. McGuinness, D.L., Van Harmelen, F., & et al. (2004). Owl web ontology language overview. W3C Recommendation, 10(10), 2004.
go back to reference Millard, I., Glaser, H., Salvadores, M., & Shadbolt, N. (2010). Consuming multiple linked data sources: Challenges and experiences. Millard, I., Glaser, H., Salvadores, M., & Shadbolt, N. (2010). Consuming multiple linked data sources: Challenges and experiences.
go back to reference Oğuz, D., Ergenc, B., Yin, S., Dikenelli, O., & Hameurlain, A. (2015). Federated query processing on linked data: a qualitative survey and open challenges. Oğuz, D., Ergenc, B., Yin, S., Dikenelli, O., & Hameurlain, A. (2015). Federated query processing on linked data: a qualitative survey and open challenges.
go back to reference Oren, E., Delbru, R., Catasta, M., Cyganiak, R., Stenzhorn, H., & Tummarello, G. (2008). Sindice. com: a document-oriented lookup index for open linked data. International Journal of Metadata, Semantics and Ontologies, 3(1), 37–52.CrossRef Oren, E., Delbru, R., Catasta, M., Cyganiak, R., Stenzhorn, H., & Tummarello, G. (2008). Sindice. com: a document-oriented lookup index for open linked data. International Journal of Metadata, Semantics and Ontologies, 3(1), 37–52.CrossRef
go back to reference Pérez, J., Arenas, M., & Gutierrez, C. (2009). Semantics and complexity of sparql. ACM Transactions on Database Systems (TODS), 34(3), 1–45.CrossRef Pérez, J., Arenas, M., & Gutierrez, C. (2009). Semantics and complexity of sparql. ACM Transactions on Database Systems (TODS), 34(3), 1–45.CrossRef
go back to reference Schmachtenberg, M., Bizer, C., & Paulheim, H. (2014). State of the lod cloud 2014. University of Mannheim, Data and Web Science Group, August 30. Schmachtenberg, M., Bizer, C., & Paulheim, H. (2014). State of the lod cloud 2014. University of Mannheim, Data and Web Science Group, August 30.
go back to reference Thomas, E., Alani, H., Sleeman, D., & Brewster, C. (2005). Searching and ranking ontologies on the semantic web. Thomas, E., Alani, H., Sleeman, D., & Brewster, C. (2005). Searching and ranking ontologies on the semantic web.
Metadata
Title
LOD search engine: A semantic search over linked data
Authors
Hiteshwar kumar Azad
Akshay Deepak
Amisha Azad
Publication date
19-11-2021
Publisher
Springer US
Published in
Journal of Intelligent Information Systems / Issue 1/2022
Print ISSN: 0925-9902
Electronic ISSN: 1573-7675
DOI
https://doi.org/10.1007/s10844-021-00687-0

Other articles of this Issue 1/2022

Journal of Intelligent Information Systems 1/2022 Go to the issue

Premium Partner