Feature Selection Library

Feature Selection Library (MATLAB Toolbox)
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Updated 16 Jul 2018

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Feature Selection Library (FSLib 2018) is a widely applicable MATLAB library for feature selection.
Methods provided with FSLib:
[1] ILFS
[2] InfFS
[3] ECFS
[4] mrmr
[5] relieff
[6] mutinffs
[7] fsv
[8] laplacian
[9] mcfs
[10] rfe
[11] L0
[12] fisher
[13] UDFS
[14] llcfs
[15] cfs

If you use our toolbox (or method included in it), please consider to cite:
[1] Roffo, G., Melzi, S., Castellani, U. and Vinciarelli, A., 2017. Infinite Latent Feature Selection: A Probabilistic Latent Graph-Based Ranking Approach. arXiv preprint arXiv:1707.07538.
[2] Roffo, G., Melzi, S. and Cristani, M., 2015. Infinite feature selection. In Proceedings of the IEEE International Conference on Computer Vision (pp. 4202-4210).
[3] Roffo, G. and Melzi, S., 2017, July. Ranking to learn: Feature ranking and selection via eigenvector centrality. In New Frontiers in Mining Complex Patterns: 5th International Workshop, NFMCP 2016, Held in Conjunction with ECML-PKDD 2016, Riva del Garda, Italy, September 19, 2016, Revised Selected Papers (Vol. 10312, p. 19). Springer.
[4] Roffo, G., 2017. Ranking to Learn and Learning to Rank: On the Role of Ranking in Pattern Recognition Applications. arXiv preprint arXiv:1706.05933.

Cite As

Giorgio (2024). Feature Selection Library (https://www.mathworks.com/matlabcentral/fileexchange/68210-feature-selection-library), MATLAB Central File Exchange. Retrieved .

MATLAB Release Compatibility
Created with R2018a
Compatible with any release
Platform Compatibility
Windows macOS Linux
Categories
Find more on Statistics and Machine Learning Toolbox in Help Center and MATLAB Answers
Acknowledgements

Inspired by: Infinite Feature Selection

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FSLib_v6.1_2018

FSLib_v6.1_2018/eval_metrics

FSLib_v6.1_2018/lib

FSLib_v6.1_2018/lib/@algorithm

FSLib_v6.1_2018/lib/@data

FSLib_v6.1_2018/lib/@distance

FSLib_v6.1_2018/lib/@fisher

FSLib_v6.1_2018/lib/@kernel

FSLib_v6.1_2018/lib/@l0

FSLib_v6.1_2018/lib/@loss

FSLib_v6.1_2018/lib/@rfe

FSLib_v6.1_2018/lib/@svm

FSLib_v6.1_2018/lib/drtoolbox

FSLib_v6.1_2018/lib/drtoolbox/gui

FSLib_v6.1_2018/lib/drtoolbox/techniques

FSLib_v6.1_2018/methods

Version Published Release Notes
6.1.2018