On a Barcelona LTE dataset, federated LSTM training matches or beats centralized and per-base-station training for traffic forecasting and scores best on a hand-weighted sustainability metric.
Traffic flow prediction with big data: a deep learning approach,
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Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting
On a Barcelona LTE dataset, federated LSTM training matches or beats centralized and per-base-station training for traffic forecasting and scores best on a hand-weighted sustainability metric.