Domain Adaptation: Overfitting and Small Sample Statistics
Dean P. FosterSham M. KakadeRuslan SalakhutdinovPublished in: CoRR (2011)
Keyphrases
- domain adaptation
- small sample
- unlabeled data
- labeled data
- sample size
- multiple sources
- semi supervised
- semi supervised learning
- high dimensional
- cross domain
- decision trees
- transfer learning
- sentiment classification
- cross validation
- co training
- ls svm
- high dimensionality
- document classification
- target domain
- support vector machine
- test data
- active learning
- data sets
- feature selection algorithms
- learning algorithm
- neural network
- data points
- pairwise
- pattern recognition
- training data
- feature extraction