Kernel Methods on Spike Train Space for Neuroscience: A Tutorial.
Il Memming ParkSohan SethAntónio R. C. PaivaLin LiJosé C. PríncipePublished in: IEEE Signal Process. Mag. (2013)
Keyphrases
- kernel methods
- reproducing kernel hilbert space
- kernel function
- spike trains
- machine learning
- computational neuroscience
- kernel matrix
- learning problems
- support vector
- support vector machine
- kernel matrices
- feature space
- learning tasks
- kernel pca
- single neuron
- low dimensional
- positive semi definite
- kernel ridge regression
- kernel fisher discriminant analysis
- multiple kernel learning
- multiple kernel
- kernel trick
- high dimensional feature space
- higher dimensional
- input space
- pairwise
- kernel based clustering