Estimation of the conditional risk in classification: The swapping method.
Jean-Jacques DaudinTristan Mary-HuardPublished in: Comput. Stat. Data Anal. (2008)
Keyphrases
- classification method
- preprocessing
- support vector machine svm
- classification accuracy
- classification process
- training samples
- classification algorithm
- detection method
- multiscale
- machine learning methods
- feature set
- error rate
- support vector machine
- segmentation method
- unsupervised learning
- clustering method
- similarity measure
- estimation algorithm
- accuracy rate
- cost function
- pattern recognition
- maximum likelihood criterion
- estimation process
- parameter estimation
- dynamic programming
- data sets
- cross validation
- decision rules
- benchmark data sets
- training set
- objective function
- classification scheme
- support vector
- information loss
- feature space
- model selection
- feature vectors
- significant improvement
- high accuracy
- text classification