Maize yield prediction using federated random forest.

•The proposed federated breeding approach enables institutions to breed jointly without disclosing or sharing their own data.•The novel federated learning paradigm is demonstrated in yield prediction.•A cost-effective and efficient alternative for federated breeding is provided.