FedClust: Tackling Data Heterogeneity in Federated Learning through Weight-Driven Client Clustering.
Md Sirajul IslamSimin JavaherianFei XuXu YuanLi ChenNian-Feng TzengPublished in: ICPP (2024)
Keyphrases
- data sets
- data points
- synthetic data
- data collection
- prior knowledge
- background knowledge
- training data
- clustering algorithm
- distributed data
- data objects
- high dimensional data
- data analysis
- learning process
- categorical data
- data sources
- image data
- unsupervised learning
- multidimensional data
- input data
- database
- probability distribution
- machine learning
- reinforcement learning
- supervised learning
- high quality
- attribute values
- clustering analysis
- data mining
- learning algorithm
- learning models
- learning tasks
- data mining algorithms
- data structure
- learning environment
- clustering method
- xml documents
- distributed systems