Implementation Issues of Second-Order Cone Programming Approaches for Support Vector Machine Learning Problems.
Rameswar DebnathMasakazu MuramatsuHaruhisa TakahashiPublished in: IEICE Trans. Fundam. Electron. Commun. Comput. Sci. (2009)
Keyphrases
- learning problems
- implementation issues
- machine learning algorithms
- support vector machine
- kernel methods
- statistical learning theory
- binary classification
- learning tasks
- learning algorithm
- supervised learning
- machine learning
- learning models
- multi class
- linear support vector machines
- training set
- computational learning theory
- kernel function
- svm classifier
- reinforcement learning
- training data
- decision trees
- multiple kernel learning
- sample complexity
- multi task learning
- kernel based learning
- pac learning
- image segmentation
- convex optimization
- feature extraction
- object recognition
- semi supervised learning
- maximum likelihood
- dimensionality reduction