Articles with "model heterogeneity" as a keyword



Motorcyclist injury severity analysis: a comparison of Artificial Neural Networks and random parameter model with heterogeneity in means and variances

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Published in 2022 at "International Journal of Injury Control and Safety Promotion"

DOI: 10.1080/17457300.2022.2081985

Abstract: Abstract In Thailand, the motorcyclist mortality rate is steadily on the rise and remains a serious concern for highway administrators and burden on both economic and local people. Using motorcycle-crash data in Thailand from 2016… read more here.

Keywords: neural networks; model heterogeneity; heterogeneity means; model ... See more keywords

FedHCL: Hierarchical Cluster Fine-Grained Prototype Contrastive Learning for Multifeature Distributions and Model Heterogeneity in FL

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Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3600750

Abstract: Recently, federated learning (FL) has gained widespread attention for its ability to support multiple clients in collaborative learning while preserving data privacy. However, existing solutions mainly focus on the issue of the client’s private data… read more here.

Keywords: grained prototype; fine grained; model heterogeneity;