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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

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Showing 151–200 of 796 papers

TitleStatusHype
Color Image Recovery Using Generalized Matrix Completion over Higher-Order Finite Dimensional Algebra—0
Data-based system representations from irregularly measured data—0
Imposing Consistency Properties on Blackbox Systems with Applications to SVD-Based Recommender Systems—0
Tackling Combinatorial Distribution Shift: A Matrix Completion Perspective—0
Non-Convex Optimizations for Machine Learning with Theoretical Guarantee: Robust Matrix Completion and Neural Network Learning—0
Graph-Based Matrix Completion Applied to Weather Data—0
Exploiting Observation Bias to Improve Matrix Completion—0
Efficient Alternating Minimization with Applications to Weighted Low Rank Approximation—0
One-sided Matrix Completion from Two Observations Per Row—0
Matrix Completion from General Deterministic Sampling Patterns—0
Combining Explicit and Implicit Regularization for Efficient Learning in Deep Networks—0
Spectal Harmonics: Bridging Spectral Embedding and Matrix Completion in Self-Supervised Learning—0
Gibbs-Duhem-Informed Neural Networks for Binary Activity Coefficient Prediction—0
Implicit bias of SGD in L_2-regularized linear DNNs: One-way jumps from high to low rank—0
Matrix Estimation for Offline Reinforcement Learning with Low-Rank Structure—0
Disjunctive Branch-And-Bound for Certifiably Optimal Low-Rank Matrix Completion—0
Matrix tri-factorization over the tropical semiringCode0
Rotation Synchronization via Deep Matrix FactorizationCode0
MISNN: Multiple Imputation via Semi-parametric Neural Networks—0
Quaternion Matrix Completion Using Untrained Quaternion Convolutional Neural Network for Color Image Inpainting—0
A Majorization-Minimization Gauss-Newton Method for 1-Bit Matrix Completion—0
Towards Addressing Training Data Scarcity Challenge in Emerging Radio Access Networks: A Survey and Framework—0
Sequence-aware item recommendations for multiply repeated user-item interactions—0
Region-wise matching for image inpainting based on adaptive weighted low-rank decomposition—0
Constructing High Frequency Economic Indicators by Imputation—0
Low Rank Matrix Completion via Robust Alternating Minimization in Nearly Linear Time—0
Can Learning Be Explained By Local Optimality In Robust Low-rank Matrix Recovery?—0
Transductive Matrix Completion with Calibration for Multi-Task Learning—0
Netflix and Forget: Efficient and Exact Machine Unlearning from Bi-linear Recommendations—0
Graph Signal Sampling for Inductive One-Bit Matrix Completion: a Closed-form SolutionCode0
Optimal Algorithms for Latent Bandits with Cluster Structure—0
Quantizing Heavy-tailed Data in Statistical Estimation: (Near) Minimax Rates, Covariate Quantization, and Uniform Recovery—0
Rank-1 Matrix Completion with Gradient Descent and Small Random Initialization—0
Generalization Bounds for Inductive Matrix Completion in Low-noise Settings—0
Conditions for Estimation of Sensitivities of Voltage Magnitudes to Complex Power InjectionsCode0
Learning Transition Operators From Sparse Space-Time Samples—0
Doubly robust nearest neighbors in factor models—0
Low Rank Quaternion Matrix Completion Based on Quaternion QR Decomposition and Sparse Regularizer—0
Efficient Rigid Body Localization based on Euclidean Distance Matrix Completion for AGV Positioning under Harsh Environment—0
Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete DataCode0
Always Valid Risk Monitoring for Online Matrix Completion—0
A Generalized Latent Factor Model Approach to Mixed-data Matrix Completion with Entrywise ConsistencyCode0
Deep Linear Networks for Matrix Completion -- An Infinite Depth Limit—0
Graph Regularized Probabilistic Matrix Factorization for Drug-Drug Interactions Prediction—0
A Sequence-Aware Recommendation Method Based on Complex Networks—0
Bounded Simplex-Structured Matrix Factorization: Algorithms, Identifiability and ApplicationsCode0
Low-Rank Covariance Completion for Graph Quilting with Applications to Functional Connectivity—0
Inductive Matrix Completion and Root-MUSIC-Based Channel Estimation for Intelligent Reflecting Surface (IRS)-Aided Hybrid MIMO Systems—0
Synthesis of Sparse Linear Arrays via Low-Rank Hankel Matrix Completion—0
Optimal (0,1)-Matrix Completion with Majorization Ordered Objectives (To the memory of Pravin Varaiya)—0
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