Teamwork Is Not Always Good: An Empirical Study of Classifier Drift in Class-incremental Information Extraction.
Minqian LiuLifu HuangPublished in: CoRR (2023)
Keyphrases
- information extraction
- class labels
- training data
- single class
- decision trees
- incremental learning
- support vector machine
- machine learning
- semi structured
- classification algorithm
- precision and recall
- intra class
- natural language processing
- multi class
- training set
- class probabilities
- information retrieval
- linear classifiers
- multiclass classification
- binary classification problems
- class dependent
- named entities
- conditional random fields
- intelligent agents
- text mining
- support vector
- learning algorithm
- classification method
- svm classifier
- feature subset
- named entity recognition
- training examples
- naive bayes classifier
- feature space
- feature selection
- test sample
- data sets