Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data.
Chengxu YangQipeng WangMengwei XuZhenpeng ChenKaigui BianYunxin LiuXuanzhe LiuPublished in: WWW (2021)
Keyphrases
- raw data
- data sources
- prior knowledge
- data sets
- data analysis
- background knowledge
- data processing
- input data
- data collection
- probability distribution
- data structure
- database
- data distribution
- data quality
- unsupervised learning
- distributed data
- massive scale
- small number
- mobile devices
- learning algorithm
- data mining
- online learning
- data points
- high dimensional data
- learning process
- noisy data
- real world
- neural network