Identification of a dominating instrument in polytimbral same-pitch mixes using SVM classifiers with non-linear kernel.
Alicja WieczorkowskaElzbieta KuberaPublished in: J. Intell. Inf. Syst. (2010)
Keyphrases
- svm classifier
- kernel function
- support vector
- support vector machine
- support vector machine svm
- decision function
- svm classification
- kernel methods
- rbf kernel
- linear classifiers
- kernel trick
- feature vectors
- image classification
- string kernels
- support vectors
- feature space
- hyperplane
- training set
- kernel matrix
- positive definite
- reduced set
- radial basis function kernel
- classification accuracy
- input space
- high dimensional
- data sets
- musical instruments
- musical instrument
- standard svm
- radial basis function
- kernel machines
- reproducing kernel hilbert space
- binary classifiers
- multiple kernel learning
- training samples
- model selection
- least squares
- pattern recognition
- training data
- feature selection
- learning algorithm