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sparseelad's Projects

abip icon abip

Admm-based Interior Point Method for Linear Programming

altginv icon altginv

Matlab ADMM implementation of some norm-minimizing generalized inverses

bdr icon bdr

Subspace Clustering by Block Diagonal Representation

cdcs icon cdcs

An open-source MATLAB® ADMM solver for partially decomposable conic optimization programs.

clustering-matlab icon clustering-matlab

This repository contains Matlab scripts illustrating various clustering techniques, culminating in the Dirichlet Process Method. For more theoretical background see ClusteringSlides.pdf or buy https://www.amazon.com/gp/product/0815384106/ref=dbs_a_def_rwt_bibl_vppi_i0

convolt icon convolt

CONVOLT: CONVolutional Operator Learning Toolbox (for Matlab)

dcaco icon dcaco

DCACO is an efficient Matlab algorithm which is used to generate highly incoherent redundant matrices.

deepam icon deepam

Official code of "Learning Deep Analysis Dictionaries for Image Super-Resolution"

dl-book icon dl-book

Scripts and library for the "Dictionary Learning Algorithms and Applications" book.

dpir icon dpir

Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)

drot icon drot

Douglas-Rachford Splitting for Optimal Transport

gdnm icon gdnm

Generalized Damped Newton Method for solving Lasso

irnn icon irnn

Iteratively Reweighted Nuclear Norm for Nonconvex Nonsmooth Low-rank Minimization

irtools icon irtools

MATLAB package of iterative regularization methods and large-scale test problems. This software is described in the paper "IR Tools: A MATLAB Package of Iterative Regularization Methods and Large-Scale Test Problems" that will be published in Numerical Algorithms, 2018.

kl_screening icon kl_screening

GAP Safe Screening with local regularity assumptions. Application to: L1-regularized Kullback-Leibler, Beta=1.5 divergence and Logistic regression problems.

lectureslides icon lectureslides

Lecture slides to accompany "A Concise Introduction to Machine Learning"

linear-classification-matlab icon linear-classification-matlab

This repository contains Matlab scripts illustrating various linear classification techniques including the Support Vector Machine. For more theoretical background see LinearClassificationSlides.pdf or buy https://www.amazon.com/gp/product/0815384106/ref=dbs_a_def_rwt_bibl_vppi_i0

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