Relationship between the accuracy of classifier error estimation and complexity of decision boundary.
Esmaeil Atashpaz-GargariChao SimaUlisses M. Braga-NetoEdward R. DoughertyPublished in: Pattern Recognit. (2013)
Keyphrases
- decision boundary
- error estimation
- support vector machine
- pattern classification
- linear classifiers
- training samples
- training set
- error estimates
- hyperplane
- nearest neighbor
- class probabilities
- model selection
- data points
- class membership
- training data
- feature space
- data distribution
- prediction accuracy
- class labels
- multi class
- classification accuracy
- base classifiers
- support vectors
- svm classifier
- semi supervised
- decision trees
- cross validation
- machine learning methods
- data sets
- error rate
- low dimensional
- image classification
- minority class