concerning effectiveness, in the situation of similar data distributions, the accuracy with the greedy hierarchical model was 86.72%, which was near the tip-to-end federated Studying outcome and proves its usefulness. regarding the polymerization time, in comparison with CPU regional aggregation, the greedy hierarchical aggregation technique increa