LIBTwinSVM 0.3.0

Added

• Checking whether the kernel names are valid.
• The order of computations is optimized in TSVM and LSTSVM estimators to reduce their memory consumption.
• The fit() method of the TSVM-based estimators now accepts a Python list as well as NumPy arrays.

Fixed

• The optimizer component avoids memory copies. It substantially improved the training speed and memory usage of the TSVM estimator.
• Fixed the heap corruption of the optimizer component for Windows platforms.

LIBTwinSVM 0.2.0

Added

• Added two benchmark scripts to the repository.
• Added Grid Search method to the Library's API.
• Added two more usage examples to the documentation of the project.

Fixed

• Fixed adding LAPACK and BLAS DLLs for Windows platform.
• Fixed an Installation error for Linux systems.
• A workaround for installing the library on MacOSX systems.
• To overcome matrix singularity of linear LSTSVM, an extra stabilizer term added to the equations.

LIBTwinSVM 0.1.0

Added

• A GUI application
• Implementation of standard TwinSVM and Least Squares TwinSVM classifiers.
• shuffling and normalization abilities for loading datasets.
• A Cython wrapper for clipDCD optimizer.
• Implementation of OVA and OVO classifiers as meta-estimators.
• A feature-rich visualization tool.
• Model saver and loader module.