Comment on "Robustness and regularization of support vector machines" by H. Xu et al. (Journal of machine learning research, volume 10, pp 1485-1510, 2009).
Yahya ForghaniHadi Sadoghi YazdiPublished in: J. Mach. Learn. Res. (2013)
Keyphrases
- prior information
- learning machines
- support vector
- machine learning
- hyperparameters
- support vector machine
- large margin classifiers
- technical report
- feature selection
- special issue
- machine learning methods
- kernel methods
- pattern recognition
- logistic regression
- regularization parameter
- kernel machines
- classification accuracy
- learning algorithm
- learning problems
- learning tasks
- supervised learning
- binary classification
- generalization ability
- hyperplane
- data mining
- generalization bounds
- computer vision
- model selection
- artificial intelligence
- computer science
- cross validation
- decision function
- machine learning algorithms
- kernel function
- decision trees
- researchers and graduate students
- feature ranking
- mercer kernels
- statistical learning theory
- empirical risk minimization
- vc dimension
- support vector regression
- news articles
- statistical methods
- loss function
- training examples
- text mining
- natural language processing
- multi class
- reinforcement learning