Combining Active and Ensemble Learning for Efficient Classification of Web Documents.
Steffen SchnitzerSebastian SchmidtChristoph RensingBettina Harriehausen-MühlbauerPublished in: Polibits (2014)
Keyphrases
- web documents
- ensemble learning
- generalization ability
- ensemble classifier
- information extraction
- weak learners
- feature selection
- ensemble methods
- semi structured
- web pages
- support vector
- pattern recognition
- support vector machine svm
- classification accuracy
- feature vectors
- decision trees
- support vector machine
- concept drift
- machine learning
- keywords
- data sets
- text classification
- base classifiers
- classification models
- learning algorithm
- classification algorithm
- feature extraction
- image classification
- training set
- feature space
- machine learning methods
- random forest
- supervised learning
- pairwise
- training data