Open access
Aug 2026
On the Impact of Data Heterogeneity in Federated Learning: A Case Study on Air Quality Prediction
Empirical data on the impact of data heterogeneity on federated learning is provided, and it is proved that federated learning can be a viable alternative in privacy-sensitive environmental prediction problems.
Zhe-Yu Qiu
· Mathematical Modeling and Al... · 0 citations