Dealing with dimensionality: the application of machine learning to multi-omics data.
Dylan Feldner-BusztinPanos Firbas NisantzisShelley Jane EdmundsGergely BozaFernando RacimoShyam GopalakrishnanMorten Tønsberg LimborgLeo LahtiGonzalo G. de PolaviejaPublished in: Bioinform. (2023)
Keyphrases
- data analysis
- data sets
- data processing
- information systems
- high quality
- input data
- image data
- database
- synthetic data
- data sources
- complex data
- original data
- data distribution
- data mining algorithms
- data collection
- data mining
- training data
- domain experts
- real time
- missing values
- data acquisition
- learning algorithm
- experimental data
- feature selection
- spatial data
- data points
- missing data
- metadata
- high dimensional data
- computer systems
- decision trees
- prior knowledge
- social media