SK-Gradient: Efficient Communication for Distributed Machine Learning with Data Sketch.
Jie GuiYuchen SongZezhou WangChenhong HeQun HuangPublished in: ICDE (2023)
Keyphrases
- machine learning
- data sets
- data acquisition
- statistical methods
- distributed data
- data sources
- training data
- raw data
- data analysis
- communication cost
- data collection
- data structure
- data transfer
- prior knowledge
- knowledge discovery
- information extraction
- high quality
- machine learning algorithms
- distributed control
- data quality
- computer networks
- original data
- database
- spatial data
- background knowledge
- synthetic data
- high dimensional data
- statistical analysis
- computer systems
- input data
- data mining techniques
- distributed systems
- data points
- probability distribution
- cooperative
- social networks
- data mining