An experimental framework for managing 5G and beyond networks through cloud-native deployments end-to-end monitoring is presented. The uses containerised network functions in a Kubernetes cluster across multi-domain spanning cloud edge hosts. End-to-end demonstrated Grafana dashboards that showcase both infrastructure resources radio metrics two scenarios involving UPF re-selection user mobilit...

In the past, statisticians, programmers, and data scientists handled analytics, rarely interacting with companies directly. However, this "experts only" method of analysis display has been altered by more user-friendly visualization, dashboards, mashup technologies. With improvements that make it possible for people at all levels an organization to analyze in meaningful ways, analytics is being...

Assessing group collaboration is a critical element in Problem-based Learning (PBL). In asynchronous online PBL settings, facilitators encounter challenges to assess because of delayed responses, lack social cues, and the orchestration load. Teacher dashboards have potential support by providing synthesized visualized information about student learning. Previous studies explored facilitators’ u...

This paper presents an Intelligent Decision Support System (IDSS) to enhance the management of Analytical Laboratories (AL) a company operating in chemical industry. IDSS incorporates two predictive Machine Learning (ML) models, related with prediction arrival samples at AL and consumption materials, which are then used perform prescriptive analytics for instrument allocation tasks. The is also...