Graph-based active semi-supervised learning: A new perspective for relieving multi-class annotation labor.
Lei HuangYang LiuXianglong LiuXindong WangBo LangPublished in: ICME (2014)
Keyphrases
- multi class
- semi supervised learning
- semi supervised
- semi supervised learning methods
- label propagation
- active learning
- labeled data
- pairwise
- graph based semi supervised learning
- unlabeled data
- graph construction
- semi supervised classification
- support vector machine
- unsupervised learning
- machine learning
- binary classification
- supervised learning
- object detection
- learning problems
- improve the classification accuracy
- multi class classification
- cost sensitive
- training data
- text categorization
- labeled and unlabeled data
- learning models
- co training
- multiclass classification
- discriminative models
- multiple instance learning
- feature selection
- pairwise constraints
- feature space
- multi label classification
- binary classifiers
- multiple kernel learning
- class labels
- training examples
- generative model
- reinforcement learning
- decision trees