Releases: iqiukp/SVDD-MATLAB
Releases · iqiukp/SVDD-MATLAB
v2.2
v2.1.5
v2.1.2
v2.1.1
v2.1
- SVDD model for one-class or binary classification
- Multiple kinds of kernel functions (linear, gaussian, polynomial, sigmoid, laplacian)
- Visualization of decision boundaries for 2D or 3D data
- Parameter Optimization using Bayesian optimization, Genetic Algorithm, and Particle Swarm Optimization
- Weighted SVDD model
v2.0
- SVDD model for training dataset containing only positive training data. (SVDD)
- SVDD model for training dataset containing both positive training data and negative training data. (nSVDD)
- Multiple kinds of kernel functions.
- Visualization module including ROC curve plotting, testing result plotting, and decision boundary.
- Dimensionality Reduction (DR) module based on 'drtoolbox'.
- Parameter Optimization (PO) module based on the 'YPEA' toolbox.
- Preprocessing module for data standardization or data normalization.