MultiClass SVDD

Multiclass classification using Support Vector Data Description (SVDD).
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Mise à jour 7 fév. 2022

MultiClass_SVDD

Multiclass classification using Support Vector Data Description (SVDD).

Matlab code.

A multiclass classification based on SVDD is presented in this MATLAB script. The code is a first attempt to describe and adapt to Matlab the useful but complicated problem of multiclass SVDD. The code is nonetheless functional and suitable for theoretical testing, with the intention of making it perform well in strongly applied cases. NClass_SVDD_exe.m is the example code of the multiclass SVDD, while NC_SVDD_TRAINING.m and NC_SVDD_TEST.m are the training and testing functions of the model respectively. Other functions have been included to allow the program to function properly.

Cite As -) Plain text A. Carlevaro and M. Mongelli, "A New SVDD Approach to Reliable and Explainable AI," in IEEE Intelligent Systems, vol. 37, no. 2, pp. 55-68, 1 March-April 2022, doi: 10.1109/MIS.2021.3123669.

-) BibTex @ARTICLE{9594676, author={Carlevaro, Alberto and Mongelli, Maurizio}, journal={IEEE Intelligent Systems}, title={A New SVDD Approach to Reliable and Explainable AI}, year={2022}, volume={37}, number={2}, pages={55-68}, doi={10.1109/MIS.2021.3123669}}

ORCID: https://orcid.org/0000-0002-7206-5511

Citation pour cette source

Alberto Carlevaro (2024). MultiClass SVDD (https://github.com/AlbiCarle/MultiClass_SVDD/releases/tag/v1.0.9), GitHub. Récupéré le .

ORCID: https://orcid.org/0000-0002-7206-5511

Compatibilité avec les versions de MATLAB
Créé avec R2021b
Compatible avec les versions R2016b et ultérieures
Plateformes compatibles
Windows macOS Linux

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Version Publié le Notes de version
1.0.9.0

See release notes for this release on GitHub: https://github.com/AlbiCarle/MultiClass_SVDD/releases/tag/v1.0.9

1.0.6

Bug fixes

1.0.5

Bug fixes

1.0.4

-) Bug fixes
-) Normalization for linear and polynomial kernel

1.0.3

Add Counfusion Matrix function

1.0.2

Minor corrections in notation

1.0.1

Minor corrections in notation

1.0.0

Pour consulter ou signaler des problèmes liés à ce module complémentaire GitHub, accédez au dépôt GitHub.
Pour consulter ou signaler des problèmes liés à ce module complémentaire GitHub, accédez au dépôt GitHub.