Improving the quality of enzyme prediction by using feature selection and dimensionality reduction.
Luis Henrique S. BritoAna L. C. V. LaraLuis Enrique ZárateCristiane Neri NobrePublished in: IJCNN (2019)
Keyphrases
- dimensionality reduction
- feature selection
- high dimensionality
- feature extraction
- prediction accuracy
- mutual information
- high quality
- high dimensional data
- quality prediction
- manifold learning
- low dimensional
- high dimensional
- principal component analysis
- structure preserving
- improve quality
- feature space
- prediction algorithm
- kernel learning
- dimension reduction
- linear discriminant analysis
- text categorization
- pattern recognition and machine learning
- computer vision
- classification accuracy
- pattern recognition
- support vector
- models built
- irrelevant features
- selecting relevant features
- feature selection algorithms
- preprocessing step
- prediction error
- model selection
- support vector machine
- feature set
- nearest neighbor