Federated Learning for Non-IID Data: From Theory to Algorithm.
Bojian WeiJian LiYong LiuWeiping WangPublished in: PRICAI (1) (2021)
Keyphrases
- learning algorithm
- input data
- data sets
- incremental learning
- noisy data
- data collection
- data sources
- original data
- learned models
- prior knowledge
- optimal solution
- learning phase
- training data
- detection algorithm
- data analysis
- expectation maximization
- database
- computational complexity
- dynamic programming
- preprocessing
- data points
- data mining techniques
- cost function
- synthetic datasets
- data structure
- data reduction
- active learning
- incomplete data
- background knowledge
- learning tasks
- evolutionary algorithm
- information loss
- machine learning
- k means
- learning process
- data distribution
- matching algorithm
- missing data
- synthetic data
- search space
- particle swarm optimization
- supervised learning
- np hard