Parsimonious Online Learning with Kernels via Sparse Projections in Function Space.
Alec KoppelGarrett WarnellEthan StumpAlejandro RibeiroPublished in: CoRR (2016)
Keyphrases
- online learning
- positive semi definite
- reproducing kernel hilbert space
- three dimensional
- e learning
- dot product
- sparse representation
- additive models
- higher education
- higher dimensional
- prolate spheroidal
- binary matrices
- dual space
- densely sampled
- multiple kernel
- sparse matrix
- computer mediated
- input space
- distance learning
- space time
- kernel function
- low dimensional
- active learning
- high dimensional
- multiple kernel learning
- loss function
- linear combination
- learning process
- support vector