On Development Classification Methods for Hidden Features Separation in Data.
Valentina PetrovychVladislav A. KuznetsovEduard ManziukIurii KrakVeda KasianiukOlexander BarmakAnatoliy KuliasPublished in: IntSol (2021)
Keyphrases
- classification method
- benchmark datasets
- feature subset
- data sets
- classification accuracy
- data reduction
- classification models
- high dimensional data
- feature set
- classification systems
- feature selection
- feature vectors
- statistical methods
- data mining techniques
- data mining methods
- large scale data sets
- machine learning methods
- classification decisions
- data analysis
- dimensionality reduction methods
- extracted features
- complex structures
- bayesian methods
- classification trees
- machine learning
- learning algorithm
- dimensionality reduction
- model selection
- feature extraction
- training data
- support vector
- statistical tests
- learning models
- feature space
- classification performances
- supervised classifiers
- spectral clustering
- special features
- missing values
- knowledge discovery
- cross validation
- svm classifier
- feature construction
- feature reduction
- training samples
- informative features
- discriminative learning
- predictive features
- classification algorithm
- feature selection algorithms
- roc curve
- missing data
- training examples
- image classification
- supervised learning
- data points
- data sources
- prior knowledge
- preprocessing
- data mining