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Ontology Evaluation Approaches: A Case Study from Agriculture Domain

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Computational Science and Its Applications -- ICCSA 2016 (ICCSA 2016)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 9789))

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Abstract

The quality of an ontology very much depends on its validity. Therefore, ontology validation and evaluation is very important task. However, according to the current literature, there is no agreed method or approach to evaluate an ontology. The choice of a suitable approach very much depends on the purpose of validation or evaluation, the application in which the ontology is to be used, and on what aspect of the ontology we are trying to validate or evaluate. We have developed large user centered ontology to represent agricultural information and relevant knowledge in user context for Sri Lankan farmers. In this paper, we described the validation and evaluation procedures we applied to verify the content and examine the applicability of the developed ontology. We obtained expert suggestions and assessments for the criteria used to develop the ontology as well as to obtain user feedback especially from the farmers to measure the ontological commitment. Delphi Method, Modified Delphi Method and OOPS! Web-based tool were used to validate the ontology in terms of accuracy and quality. The implemented ontology is evaluated internally and externally to identify the deficiencies of the artifact in use. An online knowledge base with a SPARQL endpoint was created to share and reuse the domain knowledge. It was also made use of for the evaluation process. A mobile-based application is developed to check user satisfaction on the knowledge provided by the ontology. Since there is no single best or preferred method for ontology evaluation we reviewed various approaches used to evaluate the ontology and finally identified classification for ontology evaluation approaches based on our work.

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References

  1. Gangemi, A., Catenacci, C., Ciaramita, M., Lehmann, J.: Modelling ontology evaluation and validation. In: Sure, Y., Domingue, J. (eds.) ESWC 2006. LNCS, vol. 4011, pp. 140–154. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  2. Gozde, B., Dikmen, I., Birgonul, M.T.: Ontology evaluation: an example of delay analysis. Procedia Eng. 85, 61–68 (2014)

    Article  Google Scholar 

  3. Tartir, S., Arpinar, I.B., Sheth, A.P.: Ontological evaluation and validation. In: Poli, R., Healy, M., Kameas, A. (eds.) Theory and Applications of Ontology: Computer Applications, pp. 115–130. Springer, Netherlands (2010)

    Chapter  Google Scholar 

  4. Holsapple, C.W., Joshi, K.D.: A collaborative approach to ontology design. Commun. ACM 45(2), 42–47 (2002)

    Article  Google Scholar 

  5. Ontological commitment. http://en.wikipedia.org/wiki/Ontological_commitment

  6. Walisadeera, A.I., Ginige, A., Wikramanayake, G.N.: User centered ontology for Sri Lankan farmers. Ecol. Inf. 26(2), 140–150 (2015)

    Article  Google Scholar 

  7. Ginige, A.: Social life networks for the middle of the pyramid. http://www.sln4mop.org//index.php/sln/articles/index/1/3

  8. Brank, J., Grobelnik, M., Mladenić, D.: A survey of ontology evaluation techniques. In: Proceedings of the Conference on Data Mining and Data Warehouses (2005)

    Google Scholar 

  9. Obrst, L., Ceusters, W., Mani, I., Ray, S., Smith, B.: The evaluation of ontologies. In: Baker, C.J.O., Cheung, K. (eds.) Revolutionizing Knowledge Discovery in the Life Sciences, pp. 139–158. Springer, USA (2007)

    Google Scholar 

  10. Guarino, N., Welty, C.: Evaluating ontological decisions with OntoClean. Commun. ACM 45(2), 61–65 (2002)

    Article  Google Scholar 

  11. Gómez-Pérez, A.: Ontology evaluation. In: Staab, S., et al. (eds.) Handbook on Ontologies, Part II, pp. 251–274. Springer, Berlin Heidelberg (2004)

    Chapter  Google Scholar 

  12. Mattingley-Scott, M.: Delphi method. http://www.12manage.com/methods_helmer_delphi_method.html

  13. Hsu, C.-C., Sandford, B.A.: The Delphi technique: making sense of consensus. Pract. Assess. Res. Eval. 12(10), 8 (2007)

    Google Scholar 

  14. NOMINAL GROUP TECHNIQUE 1, HANDOUT: The Skilled Group Leader. http://www2.ca.uky.edu/agpsd/nominal.pdf

  15. Poveda-Villalón, M., Suárez-Figueroa, M.C., Gómez-Pérez, A.: Validating ontologies with OOPS! In: ten Teije, A., et al. (eds.) EKAW 2012. LNCS, vol. 7603, pp. 267–281. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  16. Poveda, M., Suárez-Figueroa, M.C., Gómez-Pérez, A.: Common pitfalls in ontology development. In: Meseguer, P., Mandow, L., Gasca, R.M. (eds.) CAEPIA 2009. LNCS, vol. 5988, pp. 91–100. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  17. Semantic web best practices and development. W3C Recommendation. http://www.w3.org/2001/sw/BestPrctices/

  18. Suárez-Figueroa, M.C., Brockmans, S., Gangemi, A.,Gómez-Pérez, A., Lehmann, J., Lewen, H., Presutti, V., Sabou, M.: Neon modeling components (2007). http://www.neon-project.org/deliverables/WP5/NeOn_2007_D5.1.1v3.pdf

  19. De Silva, L.N., Goonetillake, J.S., Wikramanayake, G.N., Ginige, A.: Farmer response towards the initial agriculture information dissemination mobile prototype. In: Murgante, B., et al. (eds.) ICCSA 2013, Part I. LNCS, vol. 7971, pp. 264–278. Springer, Heidelberg (2013)

    Chapter  Google Scholar 

  20. Klyne, G., Carroll, J.J.: Resource Description Framework (RDF): concepts and abstract syntax. world wide web consortium (2004)

    Google Scholar 

  21. PHP and Semantic web. http://blog.m1k.info/category/semantic-web-2/?lang=en&lang=en (2013)

  22. Prud’hommeaux, E., Seaborne, A.: SPARQL query language for RDF. W3C Recommendation (2008). http://www.w3.org/TR/rdf-sparql-query

  23. Walisadeera, A.I., Ginige, A., Wikramanayake, G.N., Pamuditha Madushanka, A.L., Shanika Udeshini, A.A.: A framework for end-to-end ontology management system. In: Gervasi, O., et al. (eds.) ICCSA 2015. LNCS, vol. 9155, pp. 529–544. Springer, Heidelberg (2015)

    Chapter  Google Scholar 

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Acknowledgements

We acknowledge the financial assistance provided to carry out this research work by the HRD Program of the HETC project of the Ministry of Higher Education, Sri Lanka and the valuable assistance from other researchers working on the Social Life Network project. Assistance from the National Science Foundation to carry out the field visits is also acknowledged. Further, we would like to give our heartiest thanks to all the farmers and Agricultural Instructors (AIs) who took part in the evaluation process for their valuable insights and time. Finally, we would like to acknowledge the LK Domain Registry for funding to publish this work.

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Correspondence to Anusha Indika Walisadeera .

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Walisadeera, A.I., Ginige, A., Wikramanayake, G.N. (2016). Ontology Evaluation Approaches: A Case Study from Agriculture Domain. In: Gervasi, O., et al. Computational Science and Its Applications -- ICCSA 2016. ICCSA 2016. Lecture Notes in Computer Science(), vol 9789. Springer, Cham. https://doi.org/10.1007/978-3-319-42089-9_23

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  • DOI: https://doi.org/10.1007/978-3-319-42089-9_23

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