Skip to main content
Top

2021 | OriginalPaper | Chapter

Contextual Defeasible Reasoning Framework for Heterogeneous Systems

Authors : Salwa Muhammad Akhtar, Hafiz Mahfooz Ul Haque

Published in: Context-Aware Systems and Applications, and Nature of Computation and Communication

Publisher: Springer International Publishing

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

search-config
loading …

Abstract

This paper presents a contextual defeasible reasoning based multi-agent formalism to model heterogeneous systems using the notion of a multi-context system. This framework relies on the semantic knowledge sources which allow us to model context-aware non-monotonic reasoning agents to infer the desired goals using the extracted rules from the ontologies and handles inconsistencies using conflicting contextual information. We illustrate the validity and correctness of the proposed formalism using a simple case study of a smart healthcare system with the prototypal implementation of the system.

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
1.
go back to reference Al-Anbaki, N.S., Obeid, N., Sabri, K.E.: A defeasible logic-based framework for contextualizing deployed applications. Work 10(9) (2019) Al-Anbaki, N.S., Obeid, N., Sabri, K.E.: A defeasible logic-based framework for contextualizing deployed applications. Work 10(9) (2019)
2.
go back to reference Antoniou, G.: A nonmonotonic rule system using ontologies. In: RuleML, vol. 60 (2002) Antoniou, G.: A nonmonotonic rule system using ontologies. In: RuleML, vol. 60 (2002)
3.
go back to reference Antoniou, G., Bikakis, A., Karamolegou, A., Papachristodoulou, N.: A context-aware meeting alert using semantic web and rule technology-preliminary report. In: Semantic Web Technology for Ubiquitous and Mobile Applications (SWUMA 2006), vol. 23 (2006) Antoniou, G., Bikakis, A., Karamolegou, A., Papachristodoulou, N.: A context-aware meeting alert using semantic web and rule technology-preliminary report. In: Semantic Web Technology for Ubiquitous and Mobile Applications (SWUMA 2006), vol. 23 (2006)
4.
go back to reference Baldauf, M., Dustdar, S., Rosenberg, F.: A survey on context-aware systems. Int. J. Ad Hoc Ubiquitous Comput. 2(4), 263–277 (2007)CrossRef Baldauf, M., Dustdar, S., Rosenberg, F.: A survey on context-aware systems. Int. J. Ad Hoc Ubiquitous Comput. 2(4), 263–277 (2007)CrossRef
6.
go back to reference Bikakis, A., Antoniou, G.: Defeasible contextual reasoning with arguments in ambient intelligence. IEEE Trans. Knowl. Data Eng. 22(11), 1492–1506 (2010)CrossRef Bikakis, A., Antoniou, G.: Defeasible contextual reasoning with arguments in ambient intelligence. IEEE Trans. Knowl. Data Eng. 22(11), 1492–1506 (2010)CrossRef
8.
go back to reference Brewka, G., Eiter, T.: Equilibria in heterogeneous nonmonotonic multi-context systems. In: Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, vol. 7, pp. 385–390. AAAI Press (2007) Brewka, G., Eiter, T.: Equilibria in heterogeneous nonmonotonic multi-context systems. In: Proceedings of the Twenty-Second AAAI Conference on Artificial Intelligence, vol. 7, pp. 385–390. AAAI Press (2007)
10.
go back to reference Eiter, T., Fink, M., Schüller, P., Weinzierl, A.: Towards diagnosing inconsistency in nonmonotonic multi-context systems. Logic-Based Interpretation, p. 9 (2009) Eiter, T., Fink, M., Schüller, P., Weinzierl, A.: Towards diagnosing inconsistency in nonmonotonic multi-context systems. Logic-Based Interpretation, p. 9 (2009)
11.
go back to reference Eiter, T., Fink, M., Schüller, P., Weinzierl, A.: Finding explanations of inconsistency in multi-context systems. Artif. Intell. 216, 233–274 (2014)MathSciNetCrossRef Eiter, T., Fink, M., Schüller, P., Weinzierl, A.: Finding explanations of inconsistency in multi-context systems. Artif. Intell. 216, 233–274 (2014)MathSciNetCrossRef
12.
go back to reference Esposito, A., Tarricone, L., Zappatore, M., Catarinucci, L., Colella, R.: A framework for context-aware home-health monitoring. Int. J. Auton. Adapt. Commun. Syst. 3(1), 75–91 (2010)CrossRef Esposito, A., Tarricone, L., Zappatore, M., Catarinucci, L., Colella, R.: A framework for context-aware home-health monitoring. Int. J. Auton. Adapt. Commun. Syst. 3(1), 75–91 (2010)CrossRef
14.
go back to reference Gruber, T.R., et al.: A translation approach to portable ontology specifications. Knowl. Acquis. 5(2), 199–220 (1993)CrossRef Gruber, T.R., et al.: A translation approach to portable ontology specifications. Knowl. Acquis. 5(2), 199–220 (1993)CrossRef
15.
go back to reference Haque, H.M.U., Khan, S.U.: A context-aware reasoning framework for heterogeneous systems. In: 2018 International Conference on Advancements in Computational Sciences (ICACS), pp. 1–9. IEEE (2018) Haque, H.M.U., Khan, S.U.: A context-aware reasoning framework for heterogeneous systems. In: 2018 International Conference on Advancements in Computational Sciences (ICACS), pp. 1–9. IEEE (2018)
16.
go back to reference Haque, H.M.U., Khan, S.U., Hussain, I.: Semantic knowledge transformation for context-aware heterogeneous formalisms. Int. J. Adv. Comput. Sci. Appl. (IJACSA) 10(12), 664–670 (2019) Haque, H.M.U., Khan, S.U., Hussain, I.: Semantic knowledge transformation for context-aware heterogeneous formalisms. Int. J. Adv. Comput. Sci. Appl. (IJACSA) 10(12), 664–670 (2019)
17.
18.
go back to reference Hong, M.W., Cho, D.J.: Ontology context model for context-aware learning service in ubiquitous learning environments. Int. J. Comput. 2(3), 172–178 (2008)MathSciNet Hong, M.W., Cho, D.J.: Ontology context model for context-aware learning service in ubiquitous learning environments. Int. J. Comput. 2(3), 172–178 (2008)MathSciNet
19.
go back to reference Moawad, A., Bikakis, A., Caire, P., Nain, G., Le Traon, Y.: R-core: a rule-based contextual reasoning platform for AmI. In: Joint Proceedings of the 7th International Rule Challenge, the Special Track on Human Language Technology and the 3rd RuleML Doctoral Consortium Hosted at the 8th International Symposium on Rules (RuleML2013) (2013) Moawad, A., Bikakis, A., Caire, P., Nain, G., Le Traon, Y.: R-core: a rule-based contextual reasoning platform for AmI. In: Joint Proceedings of the 7th International Rule Challenge, the Special Track on Human Language Technology and the 3rd RuleML Doctoral Consortium Hosted at the 8th International Symposium on Rules (RuleML2013) (2013)
20.
go back to reference Noy, N.F., McGuinness, D.L., et al.: Ontology development 101: A guide to creating your first ontology (2001) Noy, N.F., McGuinness, D.L., et al.: Ontology development 101: A guide to creating your first ontology (2001)
23.
go back to reference Sowa, J.F.: Knowledge Representation: Logical, Philosophical and Computational Foundations. Cole Publishing Co., Pacific Grove (2000) Sowa, J.F.: Knowledge Representation: Logical, Philosophical and Computational Foundations. Cole Publishing Co., Pacific Grove (2000)
24.
go back to reference Sun, D., Toh, K.C., Yuan, Y., Zhao, X.Y.: SDPNAL+: a Matlab software for semidefinite programming with bound constraints (version 1.0). Optim. Methods Softw. 35(1), 87–115 (2020)MathSciNetCrossRef Sun, D., Toh, K.C., Yuan, Y., Zhao, X.Y.: SDPNAL+: a Matlab software for semidefinite programming with bound constraints (version 1.0). Optim. Methods Softw. 35(1), 87–115 (2020)MathSciNetCrossRef
Metadata
Title
Contextual Defeasible Reasoning Framework for Heterogeneous Systems
Authors
Salwa Muhammad Akhtar
Hafiz Mahfooz Ul Haque
Copyright Year
2021
DOI
https://doi.org/10.1007/978-3-030-67101-3_2

Premium Partner