LP SVM with A Novel Similarity function Outperforms Powerful LP-QP-Kernel-SVM Considering Efficient Classification.
Rezaul KarimMahmudul HasanAmit Kumar KunduAli Ahmed AvePublished in: Informatica (Slovenia) (2023)
Keyphrases
- support vector
- similarity function
- support vector machine
- support vector machine svm
- kernel methods
- svm classifier
- svm classification
- linear programming
- kernel function
- quadratic program
- classification method
- sequential minimal optimization
- feature space
- classification algorithm
- standard svm
- maximum margin
- quadratic programming
- rbf kernel
- kernel support vector machines
- kernel parameters
- histogram intersection kernel
- classification accuracy
- feature selection
- kernel machines
- feature vectors
- decision function
- knn
- machine learning
- similarity measure
- mercer kernel
- support vectors
- pairwise
- linear program
- radial basis function
- polynomial kernels
- training set
- positive semidefinite
- distance function
- kernel matrix
- pattern recognition
- hyperplane
- training data
- gaussian kernel
- kernel learning
- multi class
- string kernels
- multiple kernel learning
- convex optimization
- feature extraction
- similarity values
- input space
- privileged information
- text classification
- gaussian kernels
- image classification
- linear svm
- nearest neighbor
- data points