LMC: Fast Training of GNNs via Subgraph Sampling with Provable Convergence.
Zhihao ShiXize LiangJie WangPublished in: CoRR (2023)
Keyphrases
- training set
- random sampling
- training process
- search algorithm
- convergence speed
- monte carlo
- frequent subgraph mining
- data sets
- sample size
- training examples
- training samples
- supervised learning
- np hard
- search space
- neural network
- parameter space
- convergence rate
- evolutionary algorithm
- serious games
- learning algorithm
- training algorithm
- graph databases
- feedforward neural networks
- sampling strategies