matrix-completion

robust-matrix-completion

find_square

hasi

Hierarchical Adaptive Soft Impute

matrixcompletion

Matrix completion algorithms, e.g. for recommender systems or predictions.

DTRTC

T-product factorization based method for matrix and tensor completion problems

data-completion-research

My graduate research on low-rank matrix and tensor completion, and maximum volume algorithms for finding dominant submatrices.

altmin

Second-Order Convergence of Alternating Minimizations

Collaborative-Filtering

A Python implementation of user based and item based collaborative filtering for matrix completion

ALRA

Imputation method for scRNA-seq based on low-rank approximation

collectivemc

Implementation of Collective Matrix Completion by Mokhtar Z. Alaya and Olga Klopp https://arxiv.org/abs/1807.09010

Learned-Turbo-type-Affine-Rank-Minimization

Code for Learned Turbo-ype Affine Rank Minimization

proximal-projection-algorithm

Numerical examples for the paper "Proximal Projection Method for Stable Linearly Constrained Optimization".

matrix-factorization

Applications of matrix factorization using GLRM

homesteads

Replication code for "State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction"

ngmc

Network-guided matrix completion

matrix-completion

Bachelor Thesis in Econometrics, Maastricht University

sklearnBPMF

Sklearn wrapper for Bayesian Probabilistic Matrix Completion with Macau, Smurff, and Bayesian linear regression

Matrix-Completion

Matrix Completion applied to the Netflix problem and image inpainting / recovery

MatrixFunction

The Cramer, Determinant, Coefficient, Multiplication for the matrix.

Recommendation_Algorithm_using_SVD

Low-rank Singular Value Decomposition (SVD) and Soft Impute Algorithm for matrix completion

mcnnm

Lightweight Implementation of the Matrix Completion Estimator for Panel Data presented by Athey et al. (2021)

OOP_lab2-Matrix-class-

Matrix class + Gaussian Elimination, Jacobi Eigenvalue Algorithm, Linear Regression

functional-matrix-completion

Totally functional view of geometric matrix completion

MC_RecSystem_Package

low rank matrix completion and clustering on the Netflix Dataset

mlopt

Optimization for machine learning

LRMC

Efficient quantum state estimation with low-rank matrix completion

mc-forecasting

Code for my Master's Dissertation in the MSc Statistical Science at the University of Oxford

Matrix-Completion-on-X-Ray-Image

A project performing gradient descent and stochastic average gradient descent for matrix completion. The algorithms are tested on some synthetic data before being used on downscaled real X-ray absorption data from a spectromicroscopy experiment. The algorithms' behaviours and outputs are examined in the report.

Sparse-Recovery-Slideshow

Presentation for the exam of Optimal Control within the PhD program in Information Engineering of the Department of Information Engineering @ University of Pisa, A.A. 2021/2022

wavefunction_completion

Implementation of tensor network algorithms for completion of sparsely sampled quantum states

qrcode

This repo. is to save the codes in my article "Low-Rank Matrix Completion via QR-Based Retraction on Manifolds"

ScaledSGD

Official code for "Accelerating SGD for Highly Ill-Conditioned Huge-Scale Online Matrix Completion", NeurIPS 2022.

CESSGD

Communication-Efficient Stratified Stochastic Gradient Descent for Distributed Matrix Completion

Movie-Recommendation-Sys

Using dataset from https://grouplens.org/datasets/movielens/ to build a recommendation system by KNN

exploreML

Interactive dashboard for examining active learning experiments and matrix completion models