Learning from Batched Data: Model Combination Versus Data Combination.
Kai Ming TingBoon Toh LowIan H. WittenPublished in: Knowl. Inf. Syst. (1999)
Keyphrases
- data model
- data sets
- high quality
- prior knowledge
- data points
- data collection
- data sources
- learning algorithm
- synthetic data
- active learning
- data quality
- statistical analysis
- database
- data processing
- original data
- data mining techniques
- raw data
- experimental data
- learning models
- high dimensional data
- small number
- image data
- data structure
- learning process
- human experts
- semistructured data
- data distribution
- combining multiple
- sensor data
- background knowledge
- labeled data
- knowledge acquisition
- online learning
- supervised learning
- probability distribution
- relational databases
- feature space
- neural network