Characterizing the Impacts of Semi-supervised Learning for Weak Supervision.
Jeffrey LiJieyu ZhangLudwig SchmidtAlexander J. RatnerPublished in: NeurIPS (2023)
Keyphrases
- semi supervised learning
- semi supervised
- unlabeled data
- labeled data
- semi supervised classification
- supervised learning
- machine learning
- unsupervised learning
- labeled examples
- training data
- manifold regularization
- semi supervised learning methods
- learning problems
- co training
- label propagation
- regularization framework
- semi supervised learning algorithms
- graph based semi supervised learning
- active learning
- domain adaptation
- labeled and unlabeled data
- computer vision
- semi supervised clustering
- opinion detection
- graph construction
- learning models
- training examples
- text classification
- natural language processing
- training set