A dropout-regularized classifier development approach optimized for precision medicine test discovery from omics data.
Joanna RoderCarlos OliveiraLelia NetMaxim TsypinBenjamin LinstidHeinrich RoderPublished in: BMC Bioinform. (2019)
Keyphrases
- data sets
- data collection
- test data
- knowledge discovery
- training data
- small number
- training samples
- data sources
- prior knowledge
- synthetic data
- data distribution
- high quality
- raw data
- missing data
- image data
- original data
- support vector machine
- data structure
- neural network
- database
- statistical analysis
- probability distribution
- training examples
- xml documents
- feature space
- experimental data
- data analysis
- statistical methods
- case study
- data quality