LASSO-based feature selection for improved microbial and microbiome classification.
Owen QueenScott J. EmrichPublished in: BIBM (2021)
Keyphrases
- feature selection
- classification accuracy
- text classification
- support vector machine
- feature set
- model selection
- feature extraction
- feature space
- machine learning
- support vector
- text categorization
- accurate classification
- classification models
- method for feature selection
- classification algorithm
- irrelevant features
- high dimensionality
- naive bayes
- dimension reduction
- classification performances
- cross validation
- multi class
- feature selection algorithms
- discriminative features
- pattern recognition
- feature subset
- class separability
- classification method
- support vector machine svm
- unsupervised learning
- select relevant features
- feature selection and classification
- fold cross validation
- feature ranking
- small sample
- training set
- decision trees
- unsupervised feature selection
- redundant features
- data sets
- wrapper feature selection
- multi task
- svm classifier
- class labels
- mutual information
- feature vectors
- high dimensional