Efficient implementation of an SVM-based speech/music classifier by enhancing temporal locality in support vector references.
Chungsoo LimSeong-Ro LeeJoon-Hyuk ChangPublished in: IEEE Trans. Consumer Electron. (2012)
Keyphrases
- efficient implementation
- support vector
- svm classifier
- support vector machine
- spatial locality
- feature selection
- audio signals
- speech recognition
- hardware implementation
- speech music discrimination
- logistic regression
- classification accuracy
- training examples
- active set
- cross validation
- music information retrieval
- highly parallel
- efficient processing
- hyperplane
- kernel function
- radial basis function
- svm classification
- large margin classifiers
- support vectors
- kernel methods
- temporal information
- audio features
- rbf kernel
- audio recordings
- training data
- acoustic features
- decision function
- maximum margin
- multi class classification
- speech signal
- audio visual
- support vector machine svm
- broadcast news
- binary classification
- training set
- feature space
- active learning
- generalization ability
- digital audio
- semi supervised