Methods for the integration of multi-omics data: mathematical aspects.
Matteo BersanelliEttore MoscaDaniel RemondiniEnrico GiampieriClaudia SalaGastone C. CastellaniLuciano MilanesiPublished in: BMC Bioinform. (2016)
Keyphrases
- data sets
- missing values
- training data
- incomplete data
- high dimensional data
- data mining methods
- data processing
- statistical methods
- data points
- preprocessing
- database
- prior knowledge
- data collection
- data reduction
- raw data
- data mining techniques
- special features
- missing data
- original data
- spectral clustering
- data representations
- synthetic data
- machine learning
- high quality
- data structure
- data analysis
- feature subset
- data integration
- attribute values
- predictive model
- data fusion
- experimental data
- multiple sources
- statistical tests
- data mining applications
- input data
- relational databases
- significant improvement
- computational cost
- image data
- human experts
- small number
- network structure