ALS Algorithm for Robust and Communication-Efficient Federated Learning.
Neil HurleyErika DuriakovaJames GeraciDiarmuid O'Reilly-MorganElias Z. TragosBarry SmythAonghus LawlorPublished in: EuroMLSys@EuroSys (2024)
Keyphrases
- learning algorithm
- computationally efficient
- cost function
- high accuracy
- computational complexity
- preprocessing
- incremental learning
- times faster
- detection algorithm
- objective function
- memory efficient
- dynamic programming
- computational cost
- pruning strategy
- single pass
- learning process
- np hard
- learning speed
- simulated annealing
- highly efficient
- learning phase
- probabilistic model
- worst case
- significant improvement
- optimal solution
- k means
- evolutionary algorithm
- search space
- machine learning
- image segmentation
- search algorithm
- digital libraries
- parameter tuning
- convergence rate
- matching algorithm
- active learning
- optimization algorithm
- particle swarm optimization
- online learning