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Reactive Multi-Context Systems: Heterogeneous Reasoning in Dynamic Environments

机译:反应式多语境系统:动态系统中的异构推理   环境

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摘要

Managed multi-context systems (mMCSs) allow for the integration ofheterogeneous knowledge sources in a modular and very general way. They were,however, mainly designed for static scenarios and are therefore not well-suitedfor dynamic environments in which continuous reasoning over such heterogeneousknowledge with constantly arriving streams of data is necessary. In this paper,we introduce reactive multi-context systems (rMCSs), a framework for reactivereasoning in the presence of heterogeneous knowledge sources and data streams.We show that rMCSs are indeed well-suited for this purpose by illustrating howseveral typical problems arising in the context of stream reasoning can behandled using them, by showing how inconsistencies possibly occurring in theintegration of multiple knowledge sources can be handled, and by arguing thatthe potential non-determinism of rMCSs can be avoided if needed using analternative, more skeptical well-founded semantics instead with beneficialcomputational properties. We also investigate the computational complexity ofvarious reasoning problems related to rMCSs. Finally, we discuss related work,and show that rMCSs do not only generalize mMCSs to dynamic settings, but alsocapture/extend relevant approaches w.r.t. dynamics in knowledge representationand stream reasoning.
机译:托管多上下文系统(mMCS)允许以模块化且非常通用的方式集成异构知识源。但是,它们主要是为静态方案设计的,因此不适用于动态环境,在动态环境中,需要对此类异构知识进行连续推理并不断到达数据流。在本文中,我们介绍了反应式多上下文系统(rMCS),这是在存在异构知识源和数据流的情况下进行反应式推理的框架。我们通过说明在网络中出现的几个典型问题来证明rMCS确实非常适合此目的。流推理的上下文可以通过使用它们来处理,方法是显示如何处理在多个知识源的集成中可能出现的不一致,并且通过争论可以避免使用rMCS的潜在不确定性,而需要使用替代的,更怀疑的,有充分根据的语义具有有益的计算特性。我们还研究了与rMCS相关的各种推理问题的计算复杂性。最后,我们讨论了相关工作,并表明rMCS不仅将mMCS概括为动态设置,而且还捕获/扩展了相关方法。知识表示和流推理的动力学。

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