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Matrix Completion

Matrix Completion is a method for recovering lost information. It originates from machine learning and usually deals with highly sparse matrices. Missing or unknown data is estimated using the low-rank matrix of the known data.

Source: A Fast Matrix-Completion-Based Approach for Recommendation Systems

Papers

Showing 601650 of 796 papers

TitleStatusHype
Private Alternating Least Squares: Practical Private Matrix Completion with Tighter Rates0
Probabilistic low-rank matrix completion on finite alphabets0
Probabilistic Low-Rank Matrix Completion with Adaptive Spectral Regularization Algorithms0
Prognostics of Surgical Site Infections using Dynamic Health Data0
Progresses and Challenges in Link Prediction0
Transductive Matrix Completion with Calibration for Multi-Task Learning0
Projected Wirtinger Gradient Descent for Low-Rank Hankel Matrix Completion in Spectral Compressed Sensing0
Projection-Free Algorithm for Stochastic Bi-level Optimization0
Projection-Free Bandit Convex Optimization0
Propagation Map Reconstruction via Interpolation Assisted Matrix Completion0
Provable Efficient Online Matrix Completion via Non-convex Stochastic Gradient Descent0
Provable Inductive Matrix Completion0
Provable Low Rank Plus Sparse Matrix Separation Via Nonconvex Regularizers0
Provable Non-linear Inductive Matrix Completion0
Provable Tensor-Train Format Tensor Completion by Riemannian Optimization0
Triple Simplex Matrix Completion for Expense Forecasting0
Proximal Riemannian Pursuit for Large-Scale Trace-Norm Minimization0
Pseudo-Bayesian Robust PCA: Algorithms and Analyses0
PU Learning for Matrix Completion0
Quantized Matrix Completion for Personalized Learning0
Quantizing Heavy-tailed Data in Statistical Estimation: (Near) Minimax Rates, Covariate Quantization, and Uniform Recovery0
Quaternion Matrix Completion Using Untrained Quaternion Convolutional Neural Network for Color Image Inpainting0
Quaternion Optimized Model with Sparse Regularization for Color Image Recovery0
R3MC: A Riemannian three-factor algorithm for low-rank matrix completion0
Scalable and Robust Community Detection with Randomized Sketching0
Matrices with Gaussian noise: optimal estimates for singular subspace perturbation0
Rank-1 Matrix Completion with Gradient Descent and Small Random Initialization0
Ranking Recovery from Limited Comparisons using Low-Rank Matrix Completion0
Ranking with Features: Algorithm and A Graph Theoretic Analysis0
Recent Developments on Factor Models and its Applications in Econometric Learning0
Truncated Matrix Completion - An Empirical Study0
Recognizing retinal ganglion cells in the dark0
Recommendations from Sparse Comparison Data: Provably Fast Convergence for Nonconvex Matrix Factorization0
Recommendation via matrix completion using Kolmogorov complexity0
Reconstruction of Fragmented Trajectories of Collective Motion using Hadamard Deep Autoencoders0
Recovery guarantee of weighted low-rank approximation via alternating minimization0
Recovery of damped exponentials using structured low rank matrix completion0
Recovery of Piecewise Smooth Images from Few Fourier Samples0
Recursive Gaussian Process over graphs for Integrating Multi-timescale Measurements in Low-Observable Distribution Systems0
Reexamining Low Rank Matrix Factorization for Trace Norm Regularization0
Reflection Removal Using Low-Rank Matrix Completion0
Region-wise matching for image inpainting based on adaptive weighted low-rank decomposition0
Regret Guarantees for Item-Item Collaborative Filtering0
Regularization-free estimation in trace regression with symmetric positive semidefinite matrices0
Regularizing Autoencoder-Based Matrix Completion Models via Manifold Learning0
Relax and Randomize : From Value to Algorithms0
Relaxed Leverage Sampling for Low-rank Matrix Completion0
Relevance Singular Vector Machine for low-rank matrix sensing0
Removing Clouds and Recovering Ground Observations in Satellite Image Sequences via Temporally Contiguous Robust Matrix Completion0
Representational Transfer Learning for Matrix Completion0
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