Minimality and Simplicity of Rules for the Internet-of-Things

Athanasios Panaretos, David Corsar, Wamberto W. Vasconcelos*

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

Rule-based systems have been increasing in popularity in recent years. They allow for easier handling of both simple and complicated problems utilising a set of rules created in various ways (e.g., manually, or (semi-) automatically, via, say, machine learning or decision trees) depending on the situation. Despite their usefulness however, there are still improvements to be made. Knowledge representation technologies have been available for a long time and provide the means to represent domains formally and correlate entities in those domains. They also allow for ontological reasoning that can take advantage of such connections between entities. These techniques can be useful when applied on rule-based systems in order to improve the quality of rules and, hence, overall system performance. We describe and implement an approach to refine rules used in Internet-of-Things scenarios using knowledge representation and reasoning. The proposed solution uses ontological reasoning on the preconditions and postconditions of rules as it aims to reduce the total amount of rules in a system and simplify them.

Original languageEnglish
Title of host publicationAgreement Technologies
Subtitle of host publication6th International Conference, AT 2018, Bergen, Norway, December 6-7, 2018, Revised Selected Papers
EditorsMarin Lujak
Place of PublicationCham
PublisherSpringer
Pages64-72
Number of pages9
ISBN (Electronic)9783030172947
ISBN (Print)9783030172930
DOIs
Publication statusPublished - Apr 2019
Event6th International Conference on Agreement Technologies, AT 2018 - Bergen, Norway
Duration: 6 Dec 20187 Dec 2018

Publication series

NameLecture Notes in Computer Science (LNCS)
PublisherSpringer
Volume11327
ISSN (Print)0302-9743
ISSN (Electronic)1611-3349

Conference

Conference6th International Conference on Agreement Technologies, AT 2018
CountryNorway
CityBergen
Period6/12/187/12/18

Keywords

  • Internet-of-Things
  • Knowledge representation
  • Ontological reasoning
  • Rule-based systems

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  • Cite this

    Panaretos, A., Corsar, D., & Vasconcelos, W. W. (2019). Minimality and Simplicity of Rules for the Internet-of-Things. In M. Lujak (Ed.), Agreement Technologies: 6th International Conference, AT 2018, Bergen, Norway, December 6-7, 2018, Revised Selected Papers (pp. 64-72). (Lecture Notes in Computer Science (LNCS); Vol. 11327). Springer . https://doi.org/10.1007/978-3-030-17294-7_5