Kernel PCA and Pre-Image Reconstruction
standard PCA, Gaussian kernel PCA, polynomial kernel PCA, pre-image reconstruction
https://www.mathworks.com/matlabcentral/fileexchange/39715-kernel-pca-and-pre-image-reconstruction
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Cite As
Quan Wang (2026). Kernel PCA and Pre-Image Reconstruction (https://github.com/wq2012/kPCA/releases/tag/v3.2), GitHub. Retrieved .
Acknowledgements
Inspired: PCA Based Face Recognition System Using ORL Database
Categories
Find more on Dimensionality Reduction and Feature Extraction in Help Center and MATLAB Answers
General Information
- Version 3.2.0 (6.94 MB)
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View License on GitHub
MATLAB Release Compatibility
- Compatible with any release
Platform Compatibility
- Windows
- macOS
- Linux
| Version | Published | Release Notes | Action |
|---|---|---|---|
| 3.2.0 | See release notes for this release on GitHub: https://github.com/wq2012/kPCA/releases/tag/v3.2 |
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| 1.4.0 | Fixed a fatal bug in pre-image reconstruction. |
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| 1.3.0 | addpath('../code') in demo2 |
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| 1.2.0 | We replaces all demos, and the data used for the demo. We also updated the document to provide better illustration and better experiments. Now the code generates exactly the same results as shown in the paper. |
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| 1.1.0 | The efficiency is optimized. |
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| 1.0.0 |