Active learning SVM with regularization path for image classification.
Fuming SunYan XuJun ZhouPublished in: Multim. Tools Appl. (2016)
Keyphrases
- image classification
- active learning
- svm classifier
- svm classification
- support vector machine svm
- support vector
- statistical learning theory
- training set
- solution path
- feature extraction
- bag of words
- sample selection
- empirical risk minimization
- support vector machine
- knn
- machine learning
- image features
- image representation
- kernel machines
- semi supervised
- training data
- stochastic gradient descent
- learning strategies
- random sampling
- cost sensitive
- visual words
- training examples
- semi supervised learning
- polynomial kernels
- learning algorithm
- class specific
- support vectors
- selective sampling
- active learning framework
- shortest path
- unlabeled data
- sparse coding
- multi class
- feature vectors
- feature selection
- regularization parameter
- sparse representation
- kernel function
- supervised learning
- relevance feedback
- random selection
- imbalanced data
- labeling effort
- feature space
- learning process
- loss function
- maximum margin
- classification algorithm