FICOM: an effective and scalable active learning framework for GNNs on semi-supervised node classification.
Xingyi ZhangJinchao HuangFangyuan ZhangSibo WangPublished in: VLDB J. (2024)
Keyphrases
- semi supervised
- active learning framework
- supervised learning
- active learning
- hierarchical text classification
- classification accuracy
- semi supervised classification
- automatic classification
- machine learning
- unlabeled samples
- image classification
- classification algorithm
- semi supervised learning
- support vector machine svm
- classification systems
- co training
- classification models
- incremental learning
- pattern classification
- classification method
- text classification
- support vector machine
- preprocessing
- multi view
- machine learning algorithms
- class labels
- fully supervised
- support vector
- pattern recognition
- feature space
- decision trees
- feature vectors
- learning algorithm
- tree structure
- neural network
- hierarchical classification
- feature extraction
- classification rules
- training set
- model selection
- pairwise