Network-based analysis of omics data: the LEAN method.
Frederik GwinnerGwénola BouldayClaire VandiedonckMinh ArnouldCécile CardosoIryna NikolayevaOriol Guitart-PlaCécile V. DenisOlivier D. ChristopheJohann BeghainElisabeth Tournier-LasserveBenno SchwikowskiPublished in: Bioinform. (2017)
Keyphrases
- synthetic data
- data analysis
- correlation analysis
- data sets
- statistical analysis
- test data
- database
- prior knowledge
- significant improvement
- empirical data
- statistical methods
- clustering method
- data processing
- information loss
- data acquisition
- data collection
- similarity measure
- input data
- high quality
- user input
- statistical significance
- feature set
- classification accuracy
- learning algorithm
- cost function
- prior information
- preprocessing
- missing data
- spatial data
- data distribution
- training data
- probability distribution
- noisy data
- training set
- high precision
- pairwise
- genetic algorithm
- high dimensional data
- k means
- data sources
- probabilistic model
- support vector machine
- knn
- image data