Understanding Data Augmentation for Classification: When to Warp?
Sebastien C. WongAdam GattVictor StamatescuMark D. McDonnellPublished in: DICTA (2016)
Keyphrases
- data sets
- raw data
- data processing
- statistical analysis
- data collection
- machine learning
- decision trees
- experimental data
- training data
- small number
- pattern classification
- classification accuracy
- original data
- synthetic data
- data points
- data mining
- active learning
- data analysis
- data reduction
- high quality
- feature extraction
- automatic classification
- database
- training dataset
- missing values
- data distribution
- classification method
- semi supervised
- data sources
- support vector
- neural network