A metric learning perspective of SVM: on the relation of SVM and LMNN
Huyen DoAlexandros KalousisJun WangAdam WoznicaPublished in: CoRR (2012)
Keyphrases
- metric learning
- distance metric
- support vector
- feature space
- support vector machine svm
- distance metric learning
- knn
- nearest neighbor classification
- semi supervised
- support vector machine
- pairwise
- kernel function
- dimensionality reduction
- distance function
- learning tasks
- kernel matrix
- multi class
- feature selection
- multi task
- support vectors
- linear transformation
- machine learning
- maximum variance unfolding
- k nearest neighbor
- nearest neighbor
- kernel methods
- multiple features
- feature vectors
- training set
- training data
- semi definite programming
- face recognition
- semi supervised learning
- hyperplane
- image classification
- distance measure
- high dimensional