GraphMix: Improved Training of GNNs for Semi-Supervised Learning.
Vikas VermaMeng QuKenji KawaguchiAlex LambYoshua BengioJuho KannalaJian TangPublished in: AAAI (2021)
Keyphrases
- semi supervised learning
- supervised learning
- semi supervised
- unlabeled data
- labeled data
- labeled training data
- number of labeled examples
- covariate shift
- unsupervised learning
- manifold regularization
- semi supervised classification
- training data
- machine learning
- label propagation
- learning problems
- active learning
- labeled examples
- training examples
- training process
- training set
- domain adaptation
- co training
- semi supervised learning methods
- improve the classification accuracy
- labeled instances
- semi supervised learning algorithms
- graph based semi supervised learning
- opinion detection
- regularization framework
- labeled and unlabeled data
- learning algorithm
- unlabeled instances
- data points
- similarity measure
- neural network
- data sets