Reduction of memory footprint and computation time for embedded Support Vector Machine (SVM) by kernel expansion and consolidation.
Nikhil BajajGeorge T.-C. ChiuJan P. AllebachPublished in: MLSP (2014)
Keyphrases
- memory footprint
- support vector machine svm
- support vector machine
- memory usage
- svm classifier
- kernel function
- knn
- generalization ability
- svm classification
- radial basis function
- kernel methods
- feature extraction
- rbf kernel
- efficient computation
- classification rate
- classification method
- pattern recognition
- support vector regression
- k nearest neighbor
- support vector
- space reduction
- gaussian processes
- similarity function
- gene selection
- reduction method
- kernel machines
- data sets
- convolution kernel