Review of Small Data Learning Methods.
Xiali LiSongting DengSong WangZhengyu LvLicheng WuPublished in: COMPSAC (2) (2018)
Keyphrases
- data sets
- data mining methods
- prior knowledge
- small number
- human experts
- statistical analysis
- noisy data
- data collection
- data structure
- data mining techniques
- knowledge acquisition
- data reduction
- learning models
- data quality
- database
- data processing
- input data
- data points
- active learning
- neural network
- high quality
- preprocessing
- learning problems
- learning tasks
- missing values
- learning algorithm
- background knowledge
- synthetic data
- high dimensional data
- learning process
- online learning
- data sources
- machine learning
- complex structures
- training data
- predictive model
- original data
- statistical methods
- machine learning methods
- missing data
- learning systems
- high dimensional
- significant improvement