FedClust: Optimizing Federated Learning on Non-IID Data Through Weight-Driven Client Clustering.
Md Sirajul IslamSimin JavaherianFei XuXu YuanLi ChenNian-Feng TzengPublished in: IPDPS (Workshops) (2024)
Keyphrases
- data sets
- data sources
- data points
- data analysis
- background knowledge
- high dimensional data
- database
- training data
- data structure
- prior knowledge
- supervised learning
- synthetic data
- data collection
- image data
- decision trees
- central server
- knowledge discovery
- multidimensional data
- data processing
- unsupervised learning
- learning models
- feature selection
- spectral clustering
- original data
- learning systems
- categorical data
- human experts
- learning tasks
- cluster analysis
- machine learning
- missing data
- probability distribution
- learning algorithm
- labeled data
- clustering algorithm
- digital libraries
- k means