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2018 | OriginalPaper | Buchkapitel

Datil: Learning Fuzzy Ontology Datatypes

verfasst von : Ignacio Huitzil, Umberto Straccia, Natalia Díaz-Rodríguez, Fernando Bobillo

Erschienen in: Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations

Verlag: Springer International Publishing

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Abstract

Real-world applications using fuzzy ontologies are increasing in the last years, but the problem of fuzzy ontology learning has not received a lot of attention. While most of the previous approaches focus on the problem of learning fuzzy subclass axioms, we focus on learning fuzzy datatypes. In particular, we describe the Datil system, an implementation using unsupervised clustering algorithms to automatically obtain fuzzy datatypes from different input formats. We also illustrate the practical usefulness with an application: semantic lifestyle profiling.

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Literatur
1.
Zurück zum Zitat Alexopoulos, P., Wallace, M., Kafentzis, K., Askounis, D.: IKARUS-Onto: a methodology to develop fuzzy ontologies from crisp ones. Knowl. Inf. Syst. 32(3), 667–695 (2012)CrossRef Alexopoulos, P., Wallace, M., Kafentzis, K., Askounis, D.: IKARUS-Onto: a methodology to develop fuzzy ontologies from crisp ones. Knowl. Inf. Syst. 32(3), 667–695 (2012)CrossRef
2.
Zurück zum Zitat Bezdek, J.C.: Pattern Recognition with Fuzzy Objective Function Algorithms. Advanced Applications in Pattern Recognition, 2nd edn. Plenum Press, New York (1987)MATH Bezdek, J.C.: Pattern Recognition with Fuzzy Objective Function Algorithms. Advanced Applications in Pattern Recognition, 2nd edn. Plenum Press, New York (1987)MATH
3.
Zurück zum Zitat Bobillo, F., Cerami, M., Esteva, F., García-Cerdaña, À., Peñaloza, R., Straccia, U.: Fuzzy description logics. In: Cintula, P., Fermüller, C., Noguera, C. (eds.) Handbook of Mathematical Fuzzy Logic Volume III, Studies in Logic, Mathematical Logic and Foundations, vol. 58, pp. 1105–1181. College Publications (2015). chapter XVI Bobillo, F., Cerami, M., Esteva, F., García-Cerdaña, À., Peñaloza, R., Straccia, U.: Fuzzy description logics. In: Cintula, P., Fermüller, C., Noguera, C. (eds.) Handbook of Mathematical Fuzzy Logic Volume III, Studies in Logic, Mathematical Logic and Foundations, vol. 58, pp. 1105–1181. College Publications (2015). chapter XVI
4.
Zurück zum Zitat Bobillo, F., Ruiz, M.D., Gómez-Romero, J., Sánchez, D.: On the application of data mining techniques to graded ontology building. In: Actas del XVIII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2016), pp. 142–143 (2016) Bobillo, F., Ruiz, M.D., Gómez-Romero, J., Sánchez, D.: On the application of data mining techniques to graded ontology building. In: Actas del XVIII Congreso Español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2016), pp. 142–143 (2016)
5.
Zurück zum Zitat Bobillo, F., Straccia, U.: Fuzzy ontology representation using OWL 2. Int. J. Approx. Reason. 52(7), 1073–1094 (2011)MathSciNetCrossRef Bobillo, F., Straccia, U.: Fuzzy ontology representation using OWL 2. Int. J. Approx. Reason. 52(7), 1073–1094 (2011)MathSciNetCrossRef
6.
Zurück zum Zitat Bobillo, F., Straccia, U.: The fuzzy ontology reasoner fuzzyDL. Knowl.-Based Syst. 95, 12–34 (2016)CrossRef Bobillo, F., Straccia, U.: The fuzzy ontology reasoner fuzzyDL. Knowl.-Based Syst. 95, 12–34 (2016)CrossRef
7.
Zurück zum Zitat Cheng, Y.: Mean shift, mode seeking, and clustering. IEEE Trans. Pattern Anal. Mach. Intell. 17(8), 790–799 (1995)CrossRef Cheng, Y.: Mean shift, mode seeking, and clustering. IEEE Trans. Pattern Anal. Mach. Intell. 17(8), 790–799 (1995)CrossRef
8.
Zurück zum Zitat Comaniciu, D., Meer, P.: Mean shift: a robust approach toward feature space analysis. IEEE Trans. Pattern Anal. Mach. Intell. 24, 603–619 (2002)CrossRef Comaniciu, D., Meer, P.: Mean shift: a robust approach toward feature space analysis. IEEE Trans. Pattern Anal. Mach. Intell. 24, 603–619 (2002)CrossRef
9.
Zurück zum Zitat Díaz-Rodríguez, N., Härmä, A., Helaoui, R., Huitzil, I., Bobillo, F., Straccia, U.: Couch potato or gym addict? Semantic lifestyle profiling with wearables and knowledge graphs. In: Proceedings of the 6th NIPS Workshop on Automated Knowledge Base Construction (AKBC 2017), December 2017 Díaz-Rodríguez, N., Härmä, A., Helaoui, R., Huitzil, I., Bobillo, F., Straccia, U.: Couch potato or gym addict? Semantic lifestyle profiling with wearables and knowledge graphs. In: Proceedings of the 6th NIPS Workshop on Automated Knowledge Base Construction (AKBC 2017), December 2017
10.
Zurück zum Zitat Díaz-Rodríguez, N., León-Cadahía, O., Pegalajar-Cuéllar, M., Lilius, J., Delgado, M.: Handling real-world context-awareness, uncertainty and vagueness in real-time human activity tracking and recognition with a fuzzy ontology-based hybrid method. Sensors 14(10), 18131–18171 (2014)CrossRef Díaz-Rodríguez, N., León-Cadahía, O., Pegalajar-Cuéllar, M., Lilius, J., Delgado, M.: Handling real-world context-awareness, uncertainty and vagueness in real-time human activity tracking and recognition with a fuzzy ontology-based hybrid method. Sensors 14(10), 18131–18171 (2014)CrossRef
11.
Zurück zum Zitat Díaz-Rodríguez, N., Pegalajar-Cuéllar, M., Lilius, J., Delgado, M.: A fuzzy ontology for semantic modelling and recognition of human behaviour. Knowl.-Based Syst. 66, 46–60 (2014)CrossRef Díaz-Rodríguez, N., Pegalajar-Cuéllar, M., Lilius, J., Delgado, M.: A fuzzy ontology for semantic modelling and recognition of human behaviour. Knowl.-Based Syst. 66, 46–60 (2014)CrossRef
12.
Zurück zum Zitat Glimm, B., Horrocks, I., Motik, B., Stoilos, G., Wang, Z.: HermiT: an OWL 2 reasoner. J. Autom. Reason. 53(3), 245–269 (2014)CrossRef Glimm, B., Horrocks, I., Motik, B., Stoilos, G., Wang, Z.: HermiT: an OWL 2 reasoner. J. Autom. Reason. 53(3), 245–269 (2014)CrossRef
13.
Zurück zum Zitat Gómez-Romero, J., Bobillo, F., Ros, M., Molina-Solana, M., Ruiz, M.D., Martín-Bautista, M.J.: A fuzzy extension of the semantic building information model. Autom. Constr. 57, 202–212 (2015)CrossRef Gómez-Romero, J., Bobillo, F., Ros, M., Molina-Solana, M., Ruiz, M.D., Martín-Bautista, M.J.: A fuzzy extension of the semantic building information model. Autom. Constr. 57, 202–212 (2015)CrossRef
14.
Zurück zum Zitat Horridge, M., Bechhofer, S.: The OWL API: a Java API for OWL ontologies. Semant. Web J. 2(1), 11–21 (2011) Horridge, M., Bechhofer, S.: The OWL API: a Java API for OWL ontologies. Semant. Web J. 2(1), 11–21 (2011)
15.
Zurück zum Zitat Iglesias, J., Lehmann, J.: Towards integrating fuzzy logic capabilities into an ontology-based inductive logic programming framework. In: Proceedings of the 11th International Conference on Intelligent Systems Design and Applications (ISDA 2011), pp. 1323–1328 (2011) Iglesias, J., Lehmann, J.: Towards integrating fuzzy logic capabilities into an ontology-based inductive logic programming framework. In: Proceedings of the 11th International Conference on Intelligent Systems Design and Applications (ISDA 2011), pp. 1323–1328 (2011)
16.
Zurück zum Zitat Lisi, F.A., Straccia, U.: A logic-based computational method for the automated induction of fuzzy ontology axioms. Fundam. Inform. 124(4), 503–519 (2013)MathSciNetMATH Lisi, F.A., Straccia, U.: A logic-based computational method for the automated induction of fuzzy ontology axioms. Fundam. Inform. 124(4), 503–519 (2013)MathSciNetMATH
17.
Zurück zum Zitat Lisi, F.A., Straccia, U.: Learning in description logics with fuzzy concrete domains. Fundam. Inform. 140(3–4), 373–391 (2015)MathSciNetCrossRef Lisi, F.A., Straccia, U.: Learning in description logics with fuzzy concrete domains. Fundam. Inform. 140(3–4), 373–391 (2015)MathSciNetCrossRef
19.
Zurück zum Zitat Pires, I.M., Garcia, N.M., Pombo, N., Flrez-Revuelta, F.: From data acquisition to data fusion: a comprehensive review and a roadmap for the identification of activities of daily living using mobile devices. Sensors 16(2), 184 (2016)CrossRef Pires, I.M., Garcia, N.M., Pombo, N., Flrez-Revuelta, F.: From data acquisition to data fusion: a comprehensive review and a roadmap for the identification of activities of daily living using mobile devices. Sensors 16(2), 184 (2016)CrossRef
21.
Zurück zum Zitat Straccia, U.: Foundations of Fuzzy Logic and Semantic Web Languages. CRC Studies in Informatics Series. Chapman & Hall, New York (2013)MATH Straccia, U.: Foundations of Fuzzy Logic and Semantic Web Languages. CRC Studies in Informatics Series. Chapman & Hall, New York (2013)MATH
22.
Zurück zum Zitat Straccia, U., Mucci, M.: pFOIL-DL: learning (fuzzy) \(\cal{EL}\) concept descriptions from crisp OWL data using a probabilistic ensemble estimation. In: Proceedings of the 30th Annual ACM Symposium on Applied Computing (SAC-15), Salamanca, Spain, pp. 345–352. ACM (2015) Straccia, U., Mucci, M.: pFOIL-DL: learning (fuzzy) \(\cal{EL}\) concept descriptions from crisp OWL data using a probabilistic ensemble estimation. In: Proceedings of the 30th Annual ACM Symposium on Applied Computing (SAC-15), Salamanca, Spain, pp. 345–352. ACM (2015)
23.
Zurück zum Zitat Turlach, B.A.: Bandwidth selection in kernel density estimation: a review. CORE and Institut de Statistique (1993) Turlach, B.A.: Bandwidth selection in kernel density estimation: a review. CORE and Institut de Statistique (1993)
25.
Metadaten
Titel
Datil: Learning Fuzzy Ontology Datatypes
verfasst von
Ignacio Huitzil
Umberto Straccia
Natalia Díaz-Rodríguez
Fernando Bobillo
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-91476-3_9