EdgePS: Selective Parameter Aggregation for Distributed Machine Learning in Edge Computing.
Yangming ZhaoYunfei HouChunming QiaoPublished in: CLOUD (2021)
Keyphrases
- machine learning
- distributed systems
- learning algorithm
- edge detection
- multi agent
- machine learning methods
- pattern recognition
- data analysis
- machine learning algorithms
- lightweight
- peer to peer
- natural language processing
- distributed environment
- data mining
- learning tasks
- parameter values
- communication cost
- edge information
- distributed data
- neural network
- knowledge discovery
- knowledge representation
- multiscale
- data sets
- mobile agents
- cooperative
- computer networks
- computing environments
- reinforcement learning
- feature selection
- machine learning approaches
- optimal parameters
- multiple scales
- communication overhead