non-convex-optimization

There are 3 repositories under non-convex-optimization topic.

abess-team / skscope
skscope: Sparse-Constrained OPtimization via itErative-solvers
python sparsity-optimization scikit-learn nonlinear-optimization auto-differentiation jax non-convex-optimization
Language:Python 299
lanl-ansi / Alpine.jl
A Julia/JuMP-based Global Optimization Solver for Non-convex Programs
optimization julia-language minlp global-optimization minlp-solver nonlinear-optimization mixed-integer-programming non-convex-optimization optimization-algorithms mixed-integer-nonlinear-programming
Language:Julia 238
MinghuiChen43 / awesome-deep-phenomena
A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
empirical-research awesome-list deep-learning-theory double-descent information-bottleneck-theory lottery-ticket-hypothesis neural-collapse neural-tangent-kernel neuroscience-inspired-ai non-convex-optimization emergence grokking phase-transitions
227
TAMS-Group / bio_ik
MoveIt kinematics_base plugin based on particle optimization & GA
bio-ik ik-solver optimization inverse-kinematics moveit ros genetic-algorithm evolutionary-algorithm particle-swarm-optimization non-convex-optimization convex-optimization robot-control robot-motion-planning artificial-intelligence robotics
Language:C++ 199
thieu1995 / opfunu
A collection of Benchmark functions for numerical optimization problems
benchmark-functions soft-computing global-optimization convex-optimization non-convex-optimization unimodal-functions multimodal-functions cec-2014 cec-2017 cec-2019 unconstrained-optimization cec-2005 cec-2008 cec-2010 cec-2013 cec-2015 cec-2020 cec-2021 cec-2022
Language:Python 110
wubaoyuan / Lpbox-ADMM
A generic optimization method for any integer programming problem
integer-programming admm non-convex-optimization machine-learning computer-vision
Language:MATLAB 85
harsh306 / awesome-nn-optimization
Awesome list for Neural Network Optimization methods.
optimization neural-network deep-learning non-convex-optimization convex-optimization awesome-list awesome continuation bifurcation curriculum-learning loss-surface dynamical-systems generalization local-minima convergence-analysis
72
wanxinjin / Safe-PDP
Safe Pontryagin Differentiable Programming (Safe PDP) is a new theoretical and algorithmic safe differentiable framework to solve a broad class of safety-critical learning and control tasks.
safe-reinforcement-learning safe-control safety-critical safety-critical-systems constraint-programming constraint-based-modeling constrained-optimization constrained-reinforcement-learning constrained-learning differentiable-programming safe-planning robotics-control non-convex-optimization constraints safety-critical-learning optimization
Language:Python 62
hiroyuki-kasai / RSOpt
Riemannian stochastic optimization algorithms: Version 1.0.3
riemannian-optimization riemannian-manifold non-convex-optimization machine-learning-algorithms stochastic-optimization stochastic-gradient-descent stochastic-optimizers variance-reduction constrained-optimization nonlinear-optimization large-scale-learning big-data machine-learning nonlinear-optimization-algorithms manifold optimization-algorithms optimization sgd online-learning
Language:MATLAB 61
mynkpl1998 / Deep-Learning-Optimization-Algorithms
Visualization of various deep learning optimization algorithms using PyTorch automatic differentiation and optimizers.
optimization-algorithms deep-learning pytorch stochastic-gradient-descent adamoptimizer adadelta convex-optimization non-convex-optimization python3 saddlepoint-approximation
Language:Jupyter Notebook 55
vkumar-ucd / IRS_MIMO_UnderlaySpectrumSharing
Simulation code for "Achievable Rate Maximization for Underlay Spectrum Sharing MIMO System with Intelligent Reflecting Surface," by V. Kumar, M. F. Flanagan, R. Zhang, and L. -N. Tran, IEEE Wireless Communications Letters, 2022, doi: 10.1109/LWC.2022.3180988.
alternating-optimization convex-optimization gradient-projection intelligent-reflecting-surfaces mimo non-convex-optimization penalty-methods signal-processing spectrum-sharing wireless-communication cognitive-radio
Language:Python 21
hongyanz / multibranch
Codes for the paper "Deep Neural Networks with Multi-Branch Architectures Are Less Non-Convex"
machine-learning deep-learning non-convex-optimization
Language:Python 20
KonstantinRiedl / CBOGlobalConvergenceAnalysis
Numerical illustration of a novel analysis framework for consensus-based optimization (CBO) and numerical experiments demonstrating the practicability of the method
optimization consensus-optimization illustration numerical-analysis global-optimization derivative-free-optimization non-convex-optimization metaheuristics machine-learning classification mnist high-dimensional
Language:MATLAB 18
vkumar-ucd / EffectiveSecrecyRate
Simulation code for "On the Secrecy Rate under Statistical QoS Provisioning for RIS-assisted MISO Wiretap Channel," by V. Kumar, M. F. Flanagan, D. W. Kwan Ng, and L. -N. Tran, IEEE Global Communications Conference (GLOBECOM), 2021, pp. 1-6, doi: 10.1109/GLOBECOM46510.2021.9685957.
alternating-optimization convex-optimization intelligent-reflecting-surfaces non-convex-optimization physical-layer-security reconfigurable-intelligent-surfaces secrecy-capacity signal-processing wireless-communication
Language:Python 14
matthieumeo / pyoneer
Pyoneer is a Python 3 package for the continuous recovery of non-bandlimited periodic signals with finite rates of innovation (e.g. Dirac streams) from generalised measurements.
signal-processing finite-rate-of-innovation python3 cpgd proximal-gradient-descent non-convex-optimization periodic-signals sampling-theory non-uniform-sampling denoising-algorithm
Language:Python 9
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 6
yukai-yang / zoomgrid
an R package implementing the grid search optimization algorithm with a zoom
optimization grid-search non-convex-optimization
Language:R 6
hcherkaoui / pybold
Semi-blind deconvolution for fMRI (BOLD signal)
bold deconvolution blind-deconvolution fmri fmri-data fmri-analysis fmri-data-analysis optimization non-convex-optimization non-convex
Language:Python 5
mmahesh / cocain-bpg-phase-retrieval
Fast Inertial Algorithm for Phase Retrieval
phase-retrieval non-convex-optimization optimization-algorithms bregman-distance proximal-algorithms machine-learning signal-processing
Language:Python 4
Algorithmic-Alignment-Lab / sco_py
Sequential Convex Optimization for TAMP problems with multiple backend solvers!
python3 non-convex-optimization task-and-motion-planning
Language:Python 3
anirban-code-to-live / line2vec
Information network edge representation learning using edge-to-vertex dual graphs (a.k.a line graph). In addition to that, an optimisation problem is solved efficiently to generate the edge embeddings.
network-embedding representation-learning line-graph edge-embedding non-convex-optimization
Language:Python 3
anishacharya / DeLiCoCo-IEEE-Transactions
In compressed decentralized optimization settings, there are benefits to having multiple gossip steps between subsequent gradient iterations, even when the cost of doing so is appropriately accounted for e.g. by means of reducing the precision of compressed information.
federated-learning convex-optimization non-convex-optimization sgd sgd-optimizer machine-learning optimization-algorithms optimization optimization-methods distributed-systems distributed-computing high-performance-computing
Language:Python 3
KonstantinRiedl / PSOAnalysis
Numerical analysis of Particle Swarm Optimization (PSO) and numerical experiments demonstrating the practicability of the method
machine-learning optimization illustration class classification global-optimization numerical-analysis metaheuristics high-dimensional non-convex-optimization derivative-free-optimization particle-swarm-optimization
Language:MATLAB 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
PhilippPelz / dptycho
Low-dose cryo electron ptychography via non-convex Bayesian optimization
electron-microscopy non-convex-optimization ptychography
Language:Lua 3
saqib1707 / MultiAgent-Pursuer-Evader-Problem
This repository contains the work done as part of my B.Tech Project
shepherding control-systems optimization non-convex-optimization swarm-robotics deep-learning lstms optimal-trajectories pursuer-evader
Language:Python 3
rahimi-mohammad / Multi-cell-NOMA-wireless-network
convex-optimization cvx game-theory non-convex-optimization potential-game
Language:MATLAB 2
AhmadTaheri2021 / Balanced-TLBO
A Balanced Teaching Learning Based Optimization Algorithm. This project was developed under supervision of Dr. Keyvan RahimiZadeh and in collabotion with Prof. R. Venkata Rao.
optimization metaheuristics evolutionary-algorithms tlbo evolutionary-computation swarm-algorithm non-convex-optimization optimization-algorithms
Language:C++ 1
dashidhy / UWB-Self-Localization
My undergraduate thesis at THU
sensor-network self-localization non-convex-optimization
Language:MATLAB 1
htso / Adaptive-Moving-Average-Strategy
Adaptive Moving Average as an Unsupervised Learning Algorithm
algorithmic-trading technical-analysis moving-average unsupervised-learning time-series non-convex-optimization differential-evolution integer-programming
1
PRISHIta123 / Scheduling_Algorithms_for_Water_Dam_Controller
Contains code for RL and NES scheduling algorithms to optimize a flood control problem in a water dam
non-convex-optimization evolution-strategies reinforcement-learning scheduling-algorithms
Language:Python 1
adahessian
riccardocadei / adahessian
Discussion of advantages and disadvantages of AdaHessian, a state-of-the-art Second Order Methods over First Order Methods on a Non-Convex Optimization Problem (digits classification on MNIST database using ResNet18). - @ EPFL
non-convex-optimization deep-learning second-order-optimization adahessian mnist
Language:Jupyter Notebook 1
Hands-On-Fraud-Analytics / Chapter-18-Classification-Techniques-For-Fraud-Detection
Classification-Techniques-For-Fraud-Detection
autogluon classification classification-metrics classification-model fraud-detection hyperparameters-optimization lab machine-learning model non-convex-optimization optimization-algorithms pandas-dataframe parameters receiver-operating-characteristic seaborn-plots
Language:Jupyter Notebook 0
nagarx / Optimizing_Non_Convex_Functions_using_Particle_Swarm_Optimizer
A cutting-edge implementation of Particle Swarm Optimization (PSO) tailored for navigating and optimizing complex non-convex functions. This project encapsulates an advanced algorithmic approach, leveraging swarm intelligence to efficiently converge on global minima in multimodal landscapes.
machine-learning non-convex-optimization optimization-algorithms particle-swarm-optimization python scientific-computing
Language:Jupyter Notebook 0
amkatrutsa / dl-opt
Tutorials on optimizers for deep neural networks
deep-learning large-scale-learning non-convex-optimization optimizers stochastic-optimization
vassef / Convex-and-non-convex-optimization
convex-optimization non-convex-optimization
Language:Jupyter Notebook

non-convex-optimization

abess-team / skscope

lanl-ansi / Alpine.jl

MinghuiChen43 / awesome-deep-phenomena

TAMS-Group / bio_ik

thieu1995 / opfunu

wubaoyuan / Lpbox-ADMM

harsh306 / awesome-nn-optimization

wanxinjin / Safe-PDP

hiroyuki-kasai / RSOpt

mynkpl1998 / Deep-Learning-Optimization-Algorithms

vkumar-ucd / IRS_MIMO_UnderlaySpectrumSharing

hongyanz / multibranch

KonstantinRiedl / CBOGlobalConvergenceAnalysis

vkumar-ucd / EffectiveSecrecyRate

matthieumeo / pyoneer

mmahesh / cocain-bpg-matrix-factorization

yukai-yang / zoomgrid

hcherkaoui / pybold

mmahesh / cocain-bpg-phase-retrieval

Algorithmic-Alignment-Lab / sco_py

anirban-code-to-live / line2vec

anishacharya / DeLiCoCo-IEEE-Transactions

KonstantinRiedl / PSOAnalysis

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

PhilippPelz / dptycho

saqib1707 / MultiAgent-Pursuer-Evader-Problem

rahimi-mohammad / Multi-cell-NOMA-wireless-network

AhmadTaheri2021 / Balanced-TLBO

dashidhy / UWB-Self-Localization

htso / Adaptive-Moving-Average-Strategy

PRISHIta123 / Scheduling_Algorithms_for_Water_Dam_Controller

riccardocadei / adahessian

Hands-On-Fraud-Analytics / Chapter-18-Classification-Techniques-For-Fraud-Detection

nagarx / Optimizing_Non_Convex_Functions_using_Particle_Swarm_Optimizer

amkatrutsa / dl-opt

vassef / Convex-and-non-convex-optimization