Comment on "robustness and regularization of support vector machines" by H. Xu, et al., (Journal of Machine Learning Research, vol. 10 pp. 1485-1510, 2009, arXiv: 0803.3490.
Yahya ForghaniHadi Sadoghi YazdiPublished in: CoRR (2013)
Keyphrases
- learning machines
- support vector
- machine learning
- machine intelligence
- ieee trans
- large margin classifiers
- technical report
- support vector machine
- kernel machines
- kernel methods
- special issue
- logistic regression
- ai edam
- learning tasks
- kernel function
- feature selection
- learning algorithm
- classification accuracy
- signal processing
- mercer kernels
- pattern recognition
- loss function
- computer vision
- data analysis
- feature ranking
- regularization parameter
- generalization ability
- polynomial kernels
- prior information
- inductive learning
- data mining
- information extraction
- model selection
- machine learning algorithms
- svm classifier
- cross validation
- hyperparameters
- decision trees
- multi class
- text mining
- decision function
- knowledge representation
- learning problems
- artificial intelligence
- journal articles
- knowledge acquisition
- gaussian kernels
- machine learning methods
- support vector regression
- parameter selection
- support vectors
- binary classification