Support Vector Machine Active Learning with Applications to Text Classification.
Simon TongDaphne KollerPublished in: J. Mach. Learn. Res. (2001)
Keyphrases
- text classification
- active learning
- support vector machine
- machine learning
- feature selection
- labeled data
- knn
- training set
- k nearest neighbor
- transfer learning
- classification method
- bag of words
- text categorization
- statistical learning theory
- selective sampling
- text mining
- unlabeled data
- support vector machine svm
- kernel methods
- svm classifier
- text classification tasks
- multi class
- feature reduction
- semi supervised
- learning algorithm
- text documents
- random sampling
- multi label
- sentiment analysis
- training examples
- semi supervised learning
- support vector
- classification algorithm
- learning strategies
- n gram
- naive bayes
- decision boundary
- relevance feedback
- batch mode
- supervised learning
- neural network
- hyperplane
- data cleaning
- feature vectors
- learning process
- feature set
- feature extraction
- decision trees
- learning environment
- cost sensitive
- kernel function
- binary classification
- semantic features
- text classifiers
- information extraction
- image classification
- data mining
- natural language processing