Random Subspace Ensemble Artificial Neural Networks for First-episode Schizophrenia Classification.
Roman VyskovskýDaniel SchwarzEva JanousováTomás KaspárekPublished in: FedCSIS (2016)
Keyphrases
- random subspace
- classifier fusion
- random forest
- nearest neighbor classifiers
- artificial neural networks
- ensemble methods
- subspace methods
- random sampling
- random subspaces
- majority voting
- ensemble learning
- classifier ensemble
- random forests
- decision trees
- feature subspace
- base classifiers
- training set
- benchmark datasets
- nearest neighbor classifier
- cross validation
- selective sampling
- neural network
- machine learning
- fusion scheme
- pattern recognition
- machine learning methods
- support vector
- classification accuracy
- support vector machine
- text classification
- feature selection
- nearest neighbor classification
- individual classifiers
- image classification
- base learners
- machine learning algorithms
- prediction accuracy
- classification algorithm
- principal component analysis
- ensemble classifier
- classification systems
- comparative analysis
- active learning
- feature vectors
- feature space
- classification models