Topic: "sparse-regression"
dynamicslab/pysindy
A package for the sparse identification of nonlinear dynamical systems from data
Language: Python - Size: 912 MB - Last synced at: 5 days ago - Pushed at: 18 days ago - Stars: 1,596 - Forks: 336
hazimehh/L0Learn
Efficient Algorithms for L0 Regularized Learning
Language: C++ - Size: 71.4 MB - Last synced at: 27 days ago - Pushed at: over 1 year ago - Stars: 101 - Forks: 31
JuliaAI/MLJLinearModels.jl
Generalized Linear Regressions Models (penalized regressions, robust regressions, ...)
Language: Julia - Size: 590 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 82 - Forks: 13
Ohjeah/sparsereg π¦
a collection of modern sparse (regularized) linear regression algorithms.
Language: Python - Size: 568 KB - Last synced at: 4 days ago - Pushed at: about 5 years ago - Stars: 64 - Forks: 21
hiroyuki-kasai/SparseGDLibrary
MATLAB library of gradient descent algorithms for sparse modeling: Version 1.0.3
Language: Matlab - Size: 22.3 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 41 - Forks: 27
joshday/SparseRegression.jl
Statistical Models with Regularization in Pure Julia
Language: Julia - Size: 883 KB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 40 - Forks: 4
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.
Language: Julia - Size: 336 KB - Last synced at: 22 days ago - Pushed at: over 3 years ago - Stars: 30 - Forks: 2
Hua-Zhou/SparseReg
Matlab toolbox for sparse regression
Language: HTML - Size: 51.6 MB - Last synced at: 3 months ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 11
jolars/SLOPE
Sorted L1 Penalized Estimation
Language: C++ - Size: 30.1 MB - Last synced at: about 21 hours ago - Pushed at: about 22 hours ago - Stars: 18 - Forks: 11
Shuvomoy/NExOS.jl
Nonconvex Exterior Point Operator Splitting
Language: Jupyter Notebook - Size: 93.8 KB - Last synced at: 10 days ago - Pushed at: about 1 year ago - Stars: 15 - Forks: 0
hruffieux/locus
locus R package - Large-scale variational inference for variable selection in sparse multiple-response regression
Language: R - Size: 1.03 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 9 - Forks: 2
HIIT/knowledge-elicitation-for-linear-regression
Knowledge elicitation when the user can give feedback to different features of the model with the goal to improve the prediction on the test data in a "smal n, large p" setting.
Language: Matlab - Size: 8.72 MB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 8 - Forks: 2
nPIML-team/nPIML
The official respository for noise-aware physics-informed machine learning (nPIML)
Language: TeX - Size: 5.69 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 6 - Forks: 0
edahelsinki/pyslise
Robust regression algorithm that can be used for explaining black box models (Python implementation)
Language: Python - Size: 3.55 MB - Last synced at: about 2 months ago - Pushed at: about 1 year ago - Stars: 6 - Forks: 1
BystrickyK/SINDy
Physically-informed model discovery of systems with nonlinear, rational terms using the SINDy-PI method. Contains functionality for spectral filtering/differentiation.
Language: Python - Size: 636 MB - Last synced at: almost 2 years ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 0
tumaer/SITE
Sparse Identification of Truncation Errors (SITE) for Data-Driven Discovery of Modified Differential Equations
Language: Python - Size: 252 KB - Last synced at: almost 2 years ago - Pushed at: almost 6 years ago - Stars: 6 - Forks: 2
ldv1/bbvi_spike_and_slab
Black-box spike and slab variational inference, example with linear models
Language: Python - Size: 653 KB - Last synced at: over 2 years ago - Pushed at: about 6 years ago - Stars: 6 - Forks: 1
compops/barx-sysid2018
Sparse Bayesian ARX models with flexible noise distributions
Language: R - Size: 9.31 MB - Last synced at: 10 days ago - Pushed at: about 7 years ago - Stars: 6 - Forks: 2
Hua-Zhou/MGLM
MGLM Toolbox for Matlab
Language: Matlab - Size: 2.6 MB - Last synced at: 3 months ago - Pushed at: over 8 years ago - Stars: 6 - Forks: 5
sandialabs/pytuq
Python Toolkit for Uncertainty Quantification
Language: Python - Size: 6.48 MB - Last synced at: 6 days ago - Pushed at: 7 days ago - Stars: 5 - Forks: 0
edahelsinki/slise
Robust regression algorithm that can be used for explaining black box models (R implementation)
Language: R - Size: 3.72 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 5 - Forks: 1
praksharma/Sparse-System-Identification
This work presents the application of machine learning models in order to obtain a sparse governing equation of complex fluid dynamics problems.
Language: MATLAB - Size: 22.9 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 5 - Forks: 1
optyang/STELA
STELA algorithm for sparsity regularized linear regression (LASSO)
Language: Python - Size: 23.4 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 5 - Forks: 3
gaoliyao/BayesianSindyAutoencoder
Bayesian autoencoders for data-driven discovery of coordinates, governing equations and fundamental constants. Proceedings of the Royal Society A.
Language: Jupyter Notebook - Size: 128 MB - Last synced at: 8 months ago - Pushed at: 12 months ago - Stars: 4 - Forks: 1
PABannier/automatic_hp_selection_for_meg
Automatic hyperparameter selection for Lasso-like models solving the M/EEG source localization problem
Language: Python - Size: 617 KB - Last synced at: 3 months ago - Pushed at: about 3 years ago - Stars: 4 - Forks: 0
JBris/pymc-horseshoe
Horseshoe regression model fitted in PyMC.
Language: Jupyter Notebook - Size: 290 KB - Last synced at: 25 days ago - Pushed at: over 1 year ago - Stars: 3 - Forks: 0
ddegras/sparseGFL
Hybrid Approach to Sparse Group Fused Lasso
Language: C++ - Size: 2.98 MB - Last synced at: over 1 year ago - Pushed at: almost 4 years ago - Stars: 3 - Forks: 2
Dom-Owens-UoB/moseg
Methods for data segmentation under a sparse regression model
Language: R - Size: 874 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1
almomaa/Entropic-Regression
The Method of Entropic Regression, sparse system identification method based on causality inference of complex networks.
Language: MATLAB - Size: 1.69 MB - Last synced at: 11 months ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 0
Jamiree/Estimating-Varying-Parameters-in-Dynamical-Systems
All notebooks used to generate results and figures in the paper linked below.
Language: Jupyter Notebook - Size: 6.29 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 1 - Forks: 0
tkdmah/trlasso
Simple implementation of (Takada & Fujisawa, 2020, NeurIPS) and (Takada & Fujisawa, 2023, arXiv)
Language: R - Size: 42 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0
thesis-jdgs/additive-sparse-boost-regression
A Python Package for a Sparse Additive Boosting Regressor
Language: Python - Size: 2.24 MB - Last synced at: 3 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0
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."
Language: Jupyter Notebook - Size: 13.1 MB - Last synced at: 3 months ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0
jayzuccarelli/sparseregression
The Python Implementation of Sparse Regression.
Language: Python - Size: 20.5 KB - Last synced at: 14 days ago - Pushed at: about 3 years ago - Stars: 1 - Forks: 1
paulpuren/equation-discovery
Physics-informed refinement learning for equation discovery
Size: 1000 Bytes - Last synced at: about 2 years ago - Pushed at: over 3 years ago - Stars: 1 - Forks: 0
GjjvdBurg/SparseStep
SparseStep: Approximating the Counting Norm for Sparse Regularization
Language: R - Size: 85.9 KB - Last synced at: 2 days ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 1
adeyemiadeoye/SelfConcordantSmoothOptimization.jl
Self-concordant Smoothing for Large-Scale Convex Composite Optimization
Language: Julia - Size: 203 MB - Last synced at: 10 days ago - Pushed at: 2 months ago - Stars: 0 - Forks: 0
mobeets/group-ARD
code for performing Bayesian ARD regression, where covariates have groups
Language: Python - Size: 307 KB - Last synced at: 4 months ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 1
iktovr/bachelor-diploma
ΠΡΠΏΡΡΠΊΠ½Π°Ρ ΠΊΠ²Π°Π»ΠΈΡΠΈΠΊΠ°ΡΠΈΠΎΠ½Π½Π°Ρ ΡΠ°Π±ΠΎΡΠ° Π±Π°ΠΊΠ°Π»Π°Π²ΡΠ°
Language: TeX - Size: 75.9 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 0 - Forks: 0
aksarkar/gtex-fqtl Fork of YPARK/gtex-fqtl
Factored QTL analysis applied to GTEx and GWAS of 114 complex traits
Language: R - Size: 133 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0
zhangbo1997/Empirical-Study-of-Sparse-Penalized-Regression-
Implemented and Compared Algorithms Solving Sparse Penalized Regression
Size: 1.13 MB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 0
tlienart/Regressions.jl π¦
(now superseded by MLJLinearModels)
Language: Julia - Size: 136 KB - Last synced at: 5 days ago - Pushed at: almost 6 years ago - Stars: 0 - Forks: 0
