Funnelling: A New Ensemble Method for Heterogeneous Transfer Learning and its Application to Polylingual Text Classification.
Andrea EsuliAlejandro MoreoFabrizio SebastianiPublished in: CoRR (2019)
Keyphrases
- transfer learning
- text classification
- ensemble methods
- labeled data
- prediction accuracy
- text categorization
- machine learning methods
- machine learning
- learning tasks
- decision trees
- benchmark datasets
- knowledge transfer
- base classifiers
- text mining
- random forest
- unlabeled data
- feature selection
- naive bayes
- sentiment classification
- multi task
- cross domain
- multi label
- knn
- semi supervised learning
- class labels
- unsupervised learning
- data sets
- machine learning algorithms
- k nearest neighbor
- natural language