Boosting Distributed Machine Learning Training Through Loss-tolerant Transmission Protocol.
Zixuan ChenLei ShiXuandong LiuXin AiSen LiuYang XuPublished in: IWQoS (2023)
Keyphrases
- machine learning
- learning algorithm
- lightweight
- early stopping
- supervised learning
- feature selection
- training examples
- machine learning algorithms
- wide area network
- distributed environment
- cooperative
- active learning
- distributed systems
- training process
- information extraction
- neural network
- machine learning methods
- communication protocol
- fault tolerant
- data mining
- decision trees
- group communication
- multimedia communication
- data transmission
- training samples
- training set
- communication cost
- base classifiers
- computing environments
- multi agent
- learning tasks
- concurrency control protocols
- link failure
- decision stumps
- support vector machine