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A Multi-Stage Automated Online Network Data Stream Analytics Framework for IIoT Systems. (arXiv:2210.01985v1 [cs.LG])
cs.LG updates on arXiv.org arxiv.org
Industry 5.0 aims at maximizing the collaboration between humans and
machines. Machines are capable of automating repetitive jobs, while humans
handle creative tasks. As a critical component of Industrial Internet of Things
(IIoT) systems for service delivery, network data stream analytics often
encounter concept drift issues due to dynamic IIoT environments, causing
performance degradation and automation difficulties. In this paper, we propose
a novel Multi-Stage Automated Network Analytics (MSANA) framework for concept
drift adaptation in IIoT systems, consisting of dynamic …
analytics arxiv data data stream framework iiot network stage systems