proximal-algorithms

There are 1 repository under proximal-algorithms topic.

Simple-Robotics / proxsuite
The Advanced Proximal Optimization Toolbox
cpp eigen3 linear-programming optimization proximal-algorithms quadratic-programming robotics
Language:C++ 516
lanl / scico
Scientific Computational Imaging COde
computational-imaging inverse-problems optimization admm fista total-variation plug-and-play-priors jax convex-optimization proximal-algorithms proximal-operators
Language:Python 142
JuliaFirstOrder / ProximalAlgorithms.jl
Proximal algorithms for nonsmooth optimization in Julia
proximal-algorithms optimization julia nonsmooth-optimization proximal-operators admm machine-learning optimal-control optimization-algorithms proximal-gradient-method numerical-optimization nonlinear-programming
Language:Julia 138
JuliaFirstOrder / ProximalOperators.jl
Proximal operators for nonsmooth optimization in Julia
optimization proximal-algorithms proximal-operators julia julia-language admm prox nonsmooth-optimization first-order-methods numerical-optimization nonlinear-programming
Language:Julia 137
epfl-lts2 / pyunlocbox
A Python convex optimization package using proximal splitting methods
convex-optimization proximal-operators proximal-algorithms
Language:Python 118
pmelchior / proxmin
Proximal optimization in pure python
optimization-algorithms proximal-algorithms nonnegative-matrix-factorization
Language:Python 118
princeton-computational-imaging / Delta-Prox
Official code repository for ∇-Prox: Differentiable Proximal Algorithm Modeling for Large-Scale Optimization (SIGGRAPH TOG 2023)
compiler differentiable-optimization domain-specific-language optimization proximal proximal-algorithms delta-prox
Language:Python 90
PyLops / pyproximal
PyProximal – Proximal Operators and Algorithms in Python
inverse-problems linear-algebra proximal-algorithms python
Language:Python 75
epfl-lts2 / unlocbox
A Matlab convex optimization toolbox using proximal splitting methods
convex-optimization proximal-operators proximal-algorithms
Language:MATLAB 56
hiroyuki-kasai / SparseGDLibrary
MATLAB library of gradient descent algorithms for sparse modeling: Version 1.0.3
optimization optimization-algorithms machine-learning-algorithms machine-learning big-data gradient-descent sparse-linear-solver sparse-regression lasso-regression lasso elasticnet solver algorithms admm proximal-algorithms proximal-operators logistic-regression matrix-completion coordinate-descent support-vector-machines
Language:MATLAB 55
Yunhui-Gao / ISTA
Iterative shrinkage / thresholding algorithms (ISTAs) for linear inverse problems
proximal-algorithms lasso-regression image-denoising proximal-gradient-method matlab
Language:MATLAB 32
gnthibault / Optimisation-Python
A set of notebooks related to convex optimization, variational inference and numerical methods for signal processing, machine learning, deep learning, graph analysis, bayesian programming, statistics or astronomy.
machine-learning deep-learning bayesian-statistics signal-processing convex-optimization variational-inference variational-autoencoder normalizing-flows proximal-algorithms graph-algorithms graph-clustering graph-convolutional-networks
Language:Jupyter Notebook 31
JuliaFirstOrder / SeparableOptimization.jl
A Julia package that solves Linearly Constrained Separable Optimization Problems using ADMM.
optimization julia julia-language separable-optimization admm admm-algorithm proximal-operators proximal-algorithms prox convex-optimization piecewise convex quadratic piecewise-quadratic linearly-separable linearly-constrained constrained-optimization first-order first-order-methods nonsmooth-optimization
Language:Julia 28
astro-informatics / proxnest
Proximal Nested Sampling for high-dimensional Bayesian model selection
bayesian model-selection nested-sampling proximal-algorithms
Language:Jupyter Notebook 26
Hekstra-Lab / phase-retrieval
A small library implementing phase retrieval algorithms for 2D images.
phase-retrieval neural-networks image-denoising optimization proximal-algorithms
Language:Jupyter Notebook 26
1a7r0ch3 / CP_PFDR_graph_d1
Cut-pursuit with preconditioned forward-Douglas-Rachford for regularization of classical functionals by graph total variation
graph total-variation proximal-algorithms fused-lasso cut-pursuit
17
shailesh1729 / tisp
Topics in Signal Processing
convex-optimization first-order-methods proximal-algorithms sparse-representations
Language:TeX 17
Shuvomoy / NExOS.jl
Nonconvex Exterior Point Operator Splitting
nonconvex-optimization proximal-algorithms low-rank-matrix-recovery sparse-regression optimization nonlinear-optimization
Language:Jupyter Notebook 15
kul-optec / PANOC.jl
Newton-type accelerated proximal gradient method in Julia
optimization julia julia-language proximal-algorithms quasi-newton
Language:Julia 12
clarkzinzow / Machine-Learning-and-Signal-Processing-Algorithms
MATLAB implementations of a variety of machine learning/signal processing algorithms.
machine-learning algorithm matlab-implementations signal-processing-algorithms algorithms-implemented ml proximal-algorithms proximal-operators gradient-descent gradient-descent-algorithm stochastic-gradient-descent backpropagation backpropagation-learning-algorithm backpropagation-algorithm matrix-completion partial-sampling
Language:MATLAB 11
kul-optec / CIAOAlgorithms.jl
Coordinate and Incremental Aggregated Optimization Algorithms
machine-learning proximal-algorithms stochastic-optimization nonconvex-optimization convex-optimization julia
Language:Julia 10
auggiemarignier / pxmcmc
Solving inverse problems with Proximal Markov Chain Monte Carlo
bayesian-inference inverse-problems mcmc proximal-algorithms python
Language:Python 8
aldma / Bazinga.jl
Bazinga.jl: a toolbox for constrained composite optimization
optimization optimization-algorithms julia proximal-algorithms nonsmooth-optimization constrained-optimization
Language:Julia 7
JuliaSmoothOptimizers / ShiftedProximalOperators.jl
Proximal operators for use with RegularizedOptimization
regularized-optimization composite-optimization proximal-operator proximal-algorithms
Language:Julia 7
mmahesh / cocain-bpg-matrix-factorization
New Matrix Factorization Algorithms based on Bregman Proximal Gradient: BPG-MF, CoCaIn BPG-MF, BPG-MF-WB
matrix-factorization proximal-algorithms matrix-decompositions matrix-completion optimization-algorithms non-convex-optimization non-negative-matrix-factorization nmf-decomposition nmf machine-learning signal-processing proximal-operators
Language:Python 7
alexshtf / inc_prox_pt
Proximal-point methods for machine learning
machine-learning proximal-algorithms proximal-gradient-descent python pytorch
Language:Python 6
phasepack / fasta-python
A Python implementation of Goldstein et. al's FASTA algorithm for convex optimization.
gradient-descent proximal-algorithms convex-optimization
Language:Python 6
JuliaSmoothOptimizers / RegularizedProblems.jl
Test Cases for Regularized Optimization
proximal-algorithms proximal-operators proximal-regularization proximal-gradient-method julia optimization test-problems
Language:Julia 5
isucsp / pnpg
PNPG algorithm implementation and examples
convex-optimization adaptive-stepsize matlab proximal-algorithms
Language:MATLAB 4
mmahesh / cocain-bpg-phase-retrieval
Fast Inertial Algorithm for Phase Retrieval
bregman-distance machine-learning non-convex-optimization optimization-algorithms phase-retrieval proximal-algorithms signal-processing
Language:Python 4
mzalaya / collectivemc
Implementation of Collective Matrix Completion by Mokhtar Z. Alaya and Olga Klopp https://arxiv.org/abs/1807.09010
exponential-family low-rank-approximation matrix-completion proximal-algorithms svd-factorization
Language:Jupyter Notebook 4
qiuweili / altmin
Second-Order Convergence of Alternating Minimizations
alternating-minimization nonconvex second-order-optimization global-optimization low-rank-factorization low-rank-matrix-recovery matrix-completion alternating-optimization proximal-algorithms matrix-factorization
4
wangdeqing / Nonnegative_Tensor_Decomposition
Nonnegative Tensor Decomposition
nonnegative-tensor-decomposition candecomp-parafac optimization-algorithms sparse-regularization proximal-algorithms
Language:MATLAB 4
LARS-research / NASP
Q. Yao, J. Xu, W. Tu, Z. Zhu. Efficient Neural Architecture Search via Proximal Iterations. AAAI 2020.
neural-architecture-search proximal-algorithms
Language:Python 3
mmahesh / cocain-bpg-escapes-spurious-stationary-points
CoCaIn BPG escapes Spurious Stationary Points
non-convex-optimization proximal-algorithms machine-learning signal-processing computer-vision proximal-operators
Language:Python 3
qntwrsm / ProximalMethods.jl
Provides proximal operator evaluation routines and proximal optimization algorithms, such as (accelerated) proximal gradient methods and alternating direction method of multipliers (ADMM), for non-smooth/non-differentiable objective functions.
julia proximal-algorithms proximal-operators proximal-gradient-descent optimization
Language:Julia 3

proximal-algorithms

Simple-Robotics / proxsuite

lanl / scico

JuliaFirstOrder / ProximalAlgorithms.jl

JuliaFirstOrder / ProximalOperators.jl

epfl-lts2 / pyunlocbox

pmelchior / proxmin

princeton-computational-imaging / Delta-Prox

PyLops / pyproximal

epfl-lts2 / unlocbox

hiroyuki-kasai / SparseGDLibrary

Yunhui-Gao / ISTA

gnthibault / Optimisation-Python

JuliaFirstOrder / SeparableOptimization.jl

astro-informatics / proxnest

Hekstra-Lab / phase-retrieval

1a7r0ch3 / CP_PFDR_graph_d1

shailesh1729 / tisp

Shuvomoy / NExOS.jl

kul-optec / PANOC.jl

clarkzinzow / Machine-Learning-and-Signal-Processing-Algorithms

kul-optec / CIAOAlgorithms.jl

auggiemarignier / pxmcmc

aldma / Bazinga.jl

JuliaSmoothOptimizers / ShiftedProximalOperators.jl

mmahesh / cocain-bpg-matrix-factorization

alexshtf / inc_prox_pt

phasepack / fasta-python

JuliaSmoothOptimizers / RegularizedProblems.jl

isucsp / pnpg

mmahesh / cocain-bpg-phase-retrieval

mzalaya / collectivemc

qiuweili / altmin

wangdeqing / Nonnegative_Tensor_Decomposition

LARS-research / NASP

mmahesh / cocain-bpg-escapes-spurious-stationary-points

qntwrsm / ProximalMethods.jl