HiPS: Hierarchical Parameter Synchronization in Large-Scale Distributed Machine Learning.
Jinkun GengDan LiYang ChengShuai WangJunfeng LiPublished in: NetAI@SIGCOMM (2018)
Keyphrases
- distributed data
- machine learning
- machine learning methods
- machine learning algorithms
- natural language processing
- machine learning approaches
- information retrieval
- decision trees
- real life
- input parameters
- information extraction
- coarse to fine
- explanation based learning
- hierarchical structure
- knowledge acquisition
- data intensive
- distributed systems
- hierarchical classification
- active learning
- hierarchical architecture
- feature selection
- learning algorithm
- data mining
- high scalability
- interprocess communication
- neural network
- distributed stream processing
- small scale
- distributed environment
- statistical methods
- lightweight
- text classification
- peer to peer
- supervised learning
- support vector machine
- computer science
- pattern recognition
- real world