The effective use of the One-Class SVM classifier for reduced training samples and its application to handwritten signature verification.
Yasmine GuerbaiYoucef ChibaniBilal HadjadjiPublished in: ICMCS (2014)
Keyphrases
- training samples
- svm classifier
- training set
- decision function
- hyperplane
- support vectors
- support vector machine
- decision boundary
- feature space
- number of training samples
- nearest neighbor classifier
- support vector
- training data
- support vector machine svm
- image classification
- learning algorithm
- handwritten signature verification
- training examples
- feature vectors
- supervised learning
- test sample
- kernel function
- high dimensional
- decision trees
- binary classifiers
- selected features
- kernel matrix
- multi class
- nearest neighbor
- high quality
- base classifiers
- classification accuracy
- image sequences
- semi supervised
- data sets
- face images