A metric learning perspective of SVM: on the relation of LMNN and SVM.
Huyen DoAlexandros KalousisJun WangAdam WoznicaPublished in: AISTATS (2012)
Keyphrases
- metric learning
- distance metric
- support vector machine svm
- feature space
- support vector
- distance metric learning
- support vector machine
- nearest neighbor classification
- pairwise
- learning tasks
- dimensionality reduction
- multi task
- knn
- semi supervised
- feature selection
- kernel matrix
- distance function
- multi class
- training data
- support vectors
- linear transformation
- kernel function
- k nearest neighbor
- data points
- euclidean distance
- kernel methods
- multiple features
- feature extraction
- machine learning
- feature vectors
- similarity measure
- maximum variance unfolding
- semi supervised learning
- pairwise constraints
- multiple kernel learning
- distance measure
- pattern recognition
- learning algorithm