Reactive multi-context systems: Heterogeneous reasoning in dynamic environments

被引:15
|
作者
Brewka, Gerhard [1 ]
Ellmauthaler, Stefan [1 ]
Goncalves, Ricardo [2 ,3 ]
Knorr, Matthias [2 ,3 ]
Leite, Joao [2 ,3 ]
Puethrer, Joerg [1 ]
机构
[1] Univ Leipzig, Inst Comp Sci, Leipzig, Germany
[2] Univ Nova Lisboa, NOVA LINCS, Lisbon, Portugal
[3] Univ Nova Lisboa, Dept Informat, Lisbon, Portugal
关键词
Heterogeneous knowledge; Stream reasoning; Knowledge integration; Reactive systems; Dynamic systems; KNOWLEDGE BASES; LOGIC PROGRAMS;
D O I
10.1016/j.artint.2017.11.007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Managed multi-context systems (mMCSs) allow for the integration of heterogeneous knowledge sources in a modular and very general way. They were, however, mainly designed for static scenarios and are therefore not well-suited for dynamic environments in which continuous reasoning over such heterogeneous knowledge with constantly arriving streams of data is necessary. In this paper, we introduce reactive multi-context systems (rMCSs), a framework for reactive reasoning in the presence of heterogeneous knowledge sources and data streams. We show that rMCSs are indeed well-suited for this purpose by illustrating how several typical problems arising in the context of stream reasoning can be handled using them, by showing how inconsistencies possibly occurring in the integration of multiple knowledge sources can be handled, and by arguing that the potential non-determinism of rMCSs can be avoided if needed using an alternative, more skeptical well-founded semantics instead with beneficial computational properties. We also investigate the computational complexity of various reasoning problems related to rMCSs. Finally, we discuss related work, and show that rMCSs do not only generalize mMCSs to dynamic settings, but also capture/extend relevant approaches w.r.t dynamics in knowledge representation and stream reasoning. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:68 / 104
页数:37
相关论文
共 50 条
  • [1] Multi-Context Systems for Reactive Reasoning in Dynamic Environments
    Brewka, Gerhard
    Ellmauthaler, Stefan
    Puehrer, Joerg
    [J]. 21ST EUROPEAN CONFERENCE ON ARTIFICIAL INTELLIGENCE (ECAI 2014), 2014, 263 : 159 - 164
  • [2] Multi-context systems in dynamic environments
    Cabalar, Pedro
    Costantini, Stefania
    De Gasperis, Giovanni
    Formisano, Andrea
    [J]. ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE, 2019, 86 (1-3) : 87 - 120
  • [3] Multi-context systems in dynamic environments
    Pedro Cabalar
    Stefania Costantini
    Giovanni De Gasperis
    Andrea Formisano
    [J]. Annals of Mathematics and Artificial Intelligence, 2019, 86 : 87 - 120
  • [4] Semantic Reasoning with SPARQL in Heterogeneous Multi-context Systems
    Schueller, Peter
    Weinzierl, Antonius
    [J]. ADVANCED INFORMATION SYSTEMS ENGINEERING WORKSHOPS, 2011, 83 : 575 - 585
  • [5] Towards Reactive Multi-Context Systems
    Brewka, Gerhard
    [J]. LOGIC PROGRAMMING AND NONMONOTONIC REASONING (LPNMR 2013), 2013, 8148 : 1 - 10
  • [6] Reasoning with Imperfect Context and Preference Information in Multi-context Systems
    Antoniou, G.
    Bikakis, A.
    Papatheodorou, C.
    [J]. ADVANCES IN DATABASES AND INFORMATION SYSTEMS, 2010, 6295 : 1 - 12
  • [7] Multi-Context Reasoning in Continuous Data-Flow Environments
    Stefan Ellmauthaler
    [J]. KI - Künstliche Intelligenz, 2019, 33 : 101 - 104
  • [8] Multi-Context Reasoning in Continuous Data-Flow Environments
    Ellmauthaler, Stefan
    [J]. KUNSTLICHE INTELLIGENZ, 2019, 33 (01): : 101 - 104
  • [9] Inconsistency Management in Reactive Multi-context Systems
    Brewka, Gerhard
    Ellmauthaler, Stefan
    Calves, Ricardo Gon
    Knorr, Matthias
    Leite, Joao
    Puehrer, Joerg
    [J]. LOGICS IN ARTIFICIAL INTELLIGENCE, (JELIA 2016), 2016, 10021 : 529 - 535
  • [10] Local and Distributed Defeasible Reasoning in Multi-Context Systems
    Bikakis, Antonis
    Antoniou, Grigoris
    [J]. RULE REPRESENTATION, INTERCHANGE AND REASONING ON THE WEB, RULEML 2008, 2008, 5321 : 135 - 149