MultiClass SVDD

版本 1.0.9.0 (8.3 KB) 作者: Alberto Carlevaro
Multiclass classification using Support Vector Data Description (SVDD).
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更新时间 2023/1/14
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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, M. Lenatti, A. Paglialonga and M. Mongelli, "Multiclass Counterfactual Explanations Using Support Vector Data Description," in IEEE Transactions on Artificial Intelligence, vol. 5, no. 6, pp. 3046-3056, June 2024, doi: 10.1109/TAI.2023.3337053.
-) BibTex
@article{article,author = {Carlevaro, Alberto and Lenatti, Marta and Paglialonga, Alessia and Mongelli, Maurizio},year = {2023},month = {01},pages = {1-11},title = {Multi-Class Counterfactual Explanations using Support Vector Data Description},volume = {5},journal = {IEEE Transactions on Artificial Intelligence},doi = {10.1109/TAI.2023.3337053}}
ORCID: https://orcid.org/0000-0002-7206-5511

引用格式

Carlevaro, Alberto, et al. “Multiclass Counterfactual Explanations Using Support Vector Data Description.” IEEE Transactions on Artificial Intelligence, vol. 5, no. 6, Institute of Electrical and Electronics Engineers (IEEE), June 2024, pp. 3046–56, doi:10.1109/tai.2023.3337053.

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MATLAB 版本兼容性
创建方式 R2021b
与 R2016b 及更高版本兼容
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版本 已发布 发行说明
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

要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。
要查看或报告此来自 GitHub 的附加功能中的问题，请访问其 GitHub 仓库。