Comparative analysis of integrative classification methods for multi-omics data.
Alexei NovoloacaCamilo BrocLaurent BeloeilWen-Han YuJérémie BeckerPublished in: Briefings Bioinform. (2024)
Keyphrases
- comparative analysis
- data sets
- data mining techniques
- data collection
- noisy data
- benchmark data sets
- image data
- high dimensional data
- classification systems
- data analysis
- data reduction
- data mining methods
- database
- statistical methods
- machine learning methods
- data sources
- classification accuracy
- machine learning
- classification decisions
- statistical analysis
- missing values
- dimensionality reduction methods
- data points
- decision trees
- data structure
- pattern recognition
- preprocessing
- feature space
- high dimensional
- text classification
- knowledge discovery
- multi class
- dimensionality reduction
- spectral clustering
- original data
- semi supervised
- machine learning algorithms
- support vector
- bayesian methods
- large scale data sets
- labeled data