Global Neighbor Sampling for Mixed CPU-GPU Training on Giant Graphs.
Jialin DongDa ZhengLin F. YangGeorge KarypisPublished in: CoRR (2021)
Keyphrases
- graphics processing units
- graphics processors
- real time
- gpu implementation
- training set
- nearest neighbor
- monte carlo
- data transfer
- graph theoretic
- directed graph
- parallel computation
- parallel implementation
- data sets
- heterogeneous computing
- uniform random
- svm training
- training phase
- undirected graph
- graph matching
- test set
- general purpose
- graph databases
- training process
- sampling strategy
- parallel processing
- connected components
- bootstrap sampling