Cost-effective Batch-mode Multi-label Active Learning.
Xiaoqiang GuiXudong LuGuoxian YuPublished in: Neurocomputing (2021)
Keyphrases
- cost effective
- multi label
- batch mode
- active learning
- batch mode active learning
- multi label classification
- text categorization
- image annotation
- image classification
- graph cuts
- incremental learning
- low cost
- binary classification
- class labels
- learning tasks
- semi supervised
- supervised learning
- learning algorithm
- text classification
- labeled data
- cost sensitive
- training examples
- semi supervised learning
- machine learning
- real time
- computationally expensive
- training set
- image processing
- multiple instance learning
- neural network
- unlabeled data
- online learning
- relevance feedback
- generalization error
- sample size
- control policy
- online algorithms
- knn