A powerful framework for an integrative study with heterogeneous omics data: from univariate statistics to multi-block analysis.
Harold DurufléMerwann SelmaniPhilippe RanochaElisabeth JametChristophe DunandSébastien DéjeanPublished in: Briefings Bioinform. (2021)
Keyphrases
- statistical analysis
- data analysis
- data sets
- heterogeneous sources
- empirical data
- data processing
- complex data
- database
- data collection
- image data
- small number
- synthetic data
- descriptive statistics
- prior knowledge
- statistical methods
- disparate data sources
- training data
- multi source
- data structure
- raw data
- input data
- probabilistic model
- data points
- knowledge discovery
- semantically rich
- high quality
- survey data
- correlation analysis
- heterogeneous data
- complexity analysis
- theoretical framework
- high dimensional
- high dimensional data
- data mining techniques
- data distribution
- experimental data
- spatial data
- sensor data