Supervised Learning Using Homology Stable Rank Kernels.
Jens AgerbergRyan RamanujamMartina ScolamieroWojciech ChachólskiPublished in: Frontiers Appl. Math. Stat. (2021)
Keyphrases
- supervised learning
- digital images
- unsupervised learning
- learning tasks
- kernel methods
- kernel based learning
- active learning
- semi supervised
- kernel function
- supervised classification
- learning problems
- training set
- training data
- machine learning
- supervised machine learning
- learning machines
- learning algorithm
- statistical learning
- reinforcement learning
- support vector
- semi supervised learning
- linear combination
- multiple kernel learning
- rank order
- training examples
- generalization error
- multiple instance learning
- feature space
- data mining
- reproducing kernel hilbert space
- graph kernels
- string kernels
- sequence analysis
- betti numbers
- multiresolution