LightTwinSVM - LightTwinSVM 0.6.0

Added

• The JOSS paper was added to the repository.
• The donation section and its button were added to the README file.
• Added more debug info to the Bash script (setup.sh file).
• Added a step-by-step guide on how to build the LightTwinSVM manually.
• A contributing guide was added to the project's wiki.

Fixed

• BLAS libraries' path was fixed in the PowerShell script.
• The optimizer can now be imported in the current session of PowerShell.
• Fixed import errors for building docs using Sphinx.
• Fixed compilation error of C++ extension module for OSX systems.
• Fixed spell error of the requirements file.

Changed

• API documentation revised according to the numpydoc docstring guide.
• The results of Numerical Experiments in the README file was updated.

Scientific Software - Peer-reviewed - Python
Published by mir-am over 6 years ago

LightTwinSVM - LightTwinSVM 0.5.0

Added

• The multi-class method of One-vs-All (OVA) was implemented.
• The multi-class method of One-vs-One (OVO) was implemented.
• The OVO estimator is a scikit-learn compatible classifier.
• An option was added to the command-line interface to choose between OVA and OVO schemes.
• LightTwinSVM is now a Python package and its estimators and utilities can be imported in other Python projects.
• [API] getparamnames was added to estimators' classes. It returns the hyper-parameters of the estimator.

Changed

• Search space is now created using ParameterGrid of Scikit-learn.
• Validator class returns classification results as a Python dictionary.

Fixed

• Wrong test size for Train/Test split was fixed.

Scientific Software - Peer-reviewed - Python
Published by mir-am almost 7 years ago

LightTwinSVM - LightTwinSVM 0.3.0-alpha

Added

• Experimental support for Windows OS.

Scientific Software - Peer-reviewed - Python
Published by mir-am over 7 years ago

LightTwinSVM - LightTwinSVM 0.2.0-alpha

Added

• LIBSVM data is now supported.
• A customized progress bar for grid search

Scientific Software - Peer-reviewed - Python
Published by mir-am over 7 years ago

LightTwinSVM - LightTwinSVM 0.1.0-alpha

Added

• A simple console app created.
• Fast Optimization algorithm (ClippDCD optimizer)
• Both Linear and RBF kernel supported.
• K-fold cross-validation supported.
• Training/Test split supported.
• Support for exhaustive grid search over C and gamma parameters.
• Detailed classification result in a spreadsheet file.

Scientific Software - Peer-reviewed - Python
Published by mir-am over 7 years ago