LEAF Cellular Network Dataset

Concept drift dataset from cellular networks with 4+ years of data

Overview

Dataset accompanying the LEAF paper with over four years of cellular network KPI data from a major US metropolitan area.

Content

  • Multiple key performance indicators (KPIs)
  • Urban and suburban environments
  • Temporal data showing concept drift patterns
  • Ground truth labels for drift detection evaluation

Access

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Citation

@article{liu2023leaf,
  title={LEAF: Navigating Concept Drift in Cellular Networks},
  author={Liu, Shinan and Bronzino, Francesco and Schmitt, Paul and Nitin Bhagoji, Arjun and Feamster, Nick and Crespo, Hector Garcia and Coyle, Timothy and Ward, Brian},
  journal={Proceedings of the ACM on Networking},
  year={2023}
}