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11/24/2022
Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments
With increasingly more computation being shifted to the edge of the netw...
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11/23/2022
Towards Advanced Monitoring for Scientific Workflows
Scientific workflows consist of thousands of highly parallelized tasks e...
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11/22/2022
Leveraging Reinforcement Learning for Task Resource Allocation in Scientific Workflows
Scientific workflows are designed as directed acyclic graphs (DAGs) and ...
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11/15/2022
Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics
Choosing a good resource configuration for big data analytics applicatio...
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11/14/2022
Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things
Enabled by the increasing availability of sensor data monitored from pro...
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10/17/2022
Macaw: The Machine Learning Magnetometer Calibration Workflow
In Earth Systems Science, many complex data pipelines combine different ...
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08/11/2022
Network Emulation in Large-Scale Virtual Edge Testbeds: A Note of Caution and the Way Forward
The growing research and industry interest in the Internet of Things and...
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03/28/2022
SyncMesh: Improving Data Locality for Function-as-a-Service in Meshed Edge Networks
The increasing use of Internet of Things devices coincides with more com...
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03/10/2022
Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams
In highly distributed environments such as cloud, edge and fog computing...
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09/27/2021
LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks
Anomaly detection is increasingly important to handle the amount of sens...
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09/27/2021
EdgePier: P2P-based Container Image Distribution in Edge Computing Environments
Edge and fog computing architectures utilize container technologies in o...
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03/10/2021
Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms
In this paper we introduce our vision of a Cognitive Computing Continuum...
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02/12/2021
Towards AIOps in Edge Computing Environments
Edge computing was introduced as a technical enabler for the demanding r...
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01/15/2021