Feature Ranking for SimBiology

Version 1.0.2 (283 ko) par Florian Augustin
Rank importance of parameters in a SimBiology model for parameter estimation.
0.0
(0)
25 téléchargements
Mise à jour 17 fév. 2023

Afficher la licence

Feature Ranking
Copyright 2023 The MathWorks, Inc.
Rank importance of parameters in a SimBiology model for parameter estimation. FeatureRanking computes
  • MRMR (minimum redundancy maximum relevance, [1])
  • NCA (neighborhood component analysis, [2])
  • F-TEST based feature ranking.
The ranking scores are computed from parameter samples and associated model simulations. The parameter samples are generated using a SimBiology.Scenarios object, the associated model simulations are computed using a SimBiology.SimFunction.Getting Started
Read and run driver.mlx for more details for how to use compute and plot ranking scores.
Help
After installing this MATLAB Add-On, you can also type
>> help FeatureSelection
>> help FeatureSelection.histogram
in the MATLAB Command Window to get instructions for of how to use FeatureSelection.
Requirements
This feature is supported in MATLAB® versions R2022a and later. Required products are SimBiology® and Statistics And Machine Learning Toolbox™.
References
[1] Ding C. and Peng H., Minimum redundancy feature selection from microarray gene expression data. Journal of Bioinformatics and Computer Biology 2005; 3(2):185–205.
[2] Yang W., Wang K. and Zuo. W., Neighborhood component feature selection for high-dimensional data. Journal of Computers 2012; 7(1):161-168.

Citation pour cette source

Florian Augustin (2024). Feature Ranking for SimBiology (https://www.mathworks.com/matlabcentral/fileexchange/124755-feature-ranking-for-simbiology), MATLAB Central File Exchange. Récupéré le .

Compatibilité avec les versions de MATLAB
Créé avec R2022a
Compatible avec les versions R2022a et ultérieures
Plateformes compatibles
Windows macOS Linux
Communautés
Autres fichiers de la communauté  SimBiology

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

+ranking

Version Publié le Notes de version
1.0.2

Use 'results' instead of 'ranking' as out variable name in the example.
1.0.1

Fix: remove empty axes in histogram plots when reducing the number of plotted parameters via the NumParameters name-value argument.
1.0