Integration of heterogeneous data sources for gene function prediction using decision templates and ensembles of learning machines.
Matteo ReGiorgio ValentiniPublished in: Neurocomputing (2010)
Keyphrases
- heterogeneous data sources
- learning machines
- data integration
- ensemble learning
- data sources
- support vector
- learning tasks
- model selection
- heterogeneous data
- support vector machine
- decision making
- pattern recognition
- databases
- relational databases
- learning algorithm
- data model
- data management
- data sets
- data warehouse
- learning problems
- ensemble methods
- generalization error
- multi task learning
- active learning
- benchmark datasets
- supervised learning
- cross validation
- inductive learning
- metadata
- feature selection
- multi class
- knowledge discovery