Projects in Awesome Lists tagged with sparse-regression

https://github.com/dynamicslab/pysindy

A package for the sparse identification of nonlinear dynamical systems from data

dynamical-systems machine-learning model-discovery nonlinear-dynamics sparse-regression system-identification

Last synced: 13 May 2025

https://github.com/hazimehh/l0learn

Efficient Algorithms for L0 Regularized Learning

compressed-sensing feature-selection l0-regularization l0learn machine-learning regularization sparse-modeling sparse-regression

Last synced: 05 Nov 2025

https://github.com/juliaai/mljlinearmodels.jl

Generalized Linear Regressions Models (penalized regressions, robust regressions, ...)

elastic-net julia-language lasso-regression logistic-regression mlj multinomial-regression regression-models regressions ridge-regression robust-regression sparse-regression

Last synced: 27 Oct 2025

https://github.com/JuliaAI/MLJLinearModels.jl

Generalized Linear Regressions Models (penalized regressions, robust regressions, ...)

elastic-net julia-language lasso-regression logistic-regression mlj multinomial-regression regression-models regressions ridge-regression robust-regression sparse-regression

Last synced: 04 May 2025

https://github.com/joshday/sparseregression.jl

Statistical Models with Regularization in Pure Julia

julia linear-models regularization sparse-regression statistical-learning statistical-models

Last synced: 02 Mar 2026

https://github.com/sebastianament/compressedsensing.jl

Contains a wide-ranging collection of compressed sensing and feature selection algorithms. Examples include matching pursuit algorithms, forward and backward stepwise regression, sparse Bayesian learning, and basis pursuit.

basis-pursuit compressed-sensing feature-selection julia matching-pursuit sparse-bayesian-learning sparse-linear-systems sparse-regression sparsity stepwise-regression subset-selection

Last synced: 30 Jul 2025

https://github.com/hua-zhou/sparsereg

Matlab toolbox for sparse regression

matlab matlab-toolbox sparse-regression sparsereg-toolbox

Last synced: 23 Mar 2025

https://github.com/jolars/slope

Sorted L1 Penalized Estimation

generalized-linear-models r slope sparse-regression

Last synced: 08 May 2025

https://github.com/sandialabs/pytuq

Python Toolkit for Uncertainty Quantification

bayesian-inference forward-propagation inverse-problems model-error regression scr-3177 snl-data-analysis snl-other snl-science-libs sparse-regression surrogate-models surrogates uncertainty-quantification uq

Last synced: 04 Apr 2026

https://github.com/hua-zhou/mglm

MGLM Toolbox for Matlab

generalized-linear-models matlab mglm-toolbox sparse-regression

Last synced: 28 Oct 2025

https://github.com/pabannier/automatic_hp_selection_for_meg

Automatic hyperparameter selection for Lasso-like models solving the M/EEG source localization problem

hyperparameter-optimization machine-learning neuroscience sparse-regression

Last synced: 15 Feb 2026

https://github.com/jbris/pymc-horseshoe

Horseshoe regression model fitted in PyMC.

bayesian-inference bayesian-statistics horseshoe horseshoe-prior pymc regularisation shrinkage shrinkage-priors sparse-regression

Last synced: 02 Mar 2025

https://github.com/siddeshsambasivam/a-comparative-study-on-sciml-for-kd

This repository is the official implementation of "A Comparative Study on Machine Learning Algorithms for Knowledge Discovery."

knowledge-discovery machine-learning sparse-regression symbolic-regression

Last synced: 17 Jul 2025

https://github.com/gjjvdburg/sparsestep

SparseStep: Approximating the Counting Norm for Sparse Regularization

feature-selection lasso-variants r regularized-linear-regression sparse-regression sparse-regularization

Last synced: 13 Jun 2026

https://github.com/sizzlins/kalkulator-ai

A Simple Command Line Input Symbolic Regression Engine and Computer Algebra System (CAS) capable of discovering the laws of the universe, solving calculus, algebra, and trigonometrics.

calculator calculus cli computer-algebra-system curve-fitting machine-learning mathematics numpy physics python scientific-computing scikit-learn sparse-regression symbolic-regression sympy