A principal components method constrained by elementary flux modes: analysis of flux data sets.
Moritz von StoschCristiana Rodrigues de AzevedoMauro LuisSebastião Feyo de AzevedoRui OliveiraPublished in: BMC Bioinform. (2016)
Keyphrases
- principal components
- data sets
- correlation coefficient
- synthetic data
- clustering method
- machine learning
- multivariate data
- principal components analysis
- prediction model
- benchmark data sets
- detection method
- detection algorithm
- input data
- dimensionality reduction
- preprocessing
- pattern recognition
- feature set
- support vector machine svm
- principal component analysis
- least squares
- upper bound
- lower bound
- covariance matrix
- computational complexity
- objective function
- similarity measure
- decision trees
- kernel space