Estimating classification probabilities in high-dimensional diagnostic studies.
Inka J. AppelWolfram GronwaldRainer SpangPublished in: Bioinform. (2011)
Keyphrases
- high dimensional
- high dimensionality
- pattern recognition
- feature space
- automatic classification
- classification method
- small sample size
- class conditional
- feature selection
- parameter space
- probabilistic model
- support vector machine
- neural network
- medical diagnosis
- pattern classification
- image classification
- nearest neighbor
- machine learning
- decision trees
- feature extraction
- highly discriminative
- feature set
- data sets
- rigid body
- belief networks
- bayesian networks
- support vector
- expert systems
- classification rules
- feature vectors
- support vector machine svm
- training samples
- empirical studies
- model selection
- low dimensional