Classification with noisy labels through tree-based models and semi-supervised learning: A case study of lithology identification.
Xinyi ZhuHongbing ZhangRui ZhuQuan RenLingyuan ZhangPublished in: Expert Syst. Appl. (2024)
Keyphrases
- semi supervised learning
- supervised learning
- semi supervised
- semi supervised classification
- unlabeled data
- improve the classification accuracy
- label propagation
- unlabeled samples
- co training
- multi label classification
- labeled data
- transductive support vector machine
- unsupervised learning
- machine learning
- supervised learning algorithms
- class labels
- supervised classifiers
- training data
- learning models
- classification models
- labeled and unlabeled data
- semi supervised learning algorithms
- training set
- labeled examples
- unseen data
- labeled instances
- multi instance learning
- discriminative models
- model selection
- text classification
- partially labeled data
- pattern recognition
- partially labeled
- multi instance
- decision trees
- supervised classification
- training examples
- pairwise
- support vector
- transfer learning
- image classification
- classification accuracy
- probabilistic model
- active learning
- label information
- text categorization
- feature extraction
- decision boundary
- manifold regularization
- object recognition
- training samples
- machine learning algorithms
- dimension reduction
- multiple instance learning