Unsupervised Domain Adaptation Using Exemplar-SVMs with Adaptation Regularization.
Yiwei HeYingjie TianJingjing TangYue MaPublished in: Complex. (2018)
Keyphrases
- support vector
- training set
- early stopping
- multi class
- regularization parameter
- polynomial kernels
- kernel function
- classification using support vector machines
- support vector machine
- sparse kernel
- feature selection
- knn
- structured learning
- prior information
- stochastic gradient descent
- training data
- machine learning
- hyperplane
- reduced set
- binary classification
- data dependent
- parameter selection
- adaptation process
- gaussian kernels
- generalization ability
- rademacher complexity
- decision function
- maximum margin
- decision boundary
- data sets
- svm classifier
- image restoration
- feature vectors
- decision trees
- neural network