conftrace_

low rank matrix

29 papers

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Co-occurring keywords

matrix completion (356) low-rank matrix (174) matrix recovery (51) convex optimization (1321) trace norm (19) low rank approximation (47) image denoising (372) matrix factorization (529) matrix estimation (34) nuclear norm (79)

Papers

Metric Transforms and Low Rank Representations of Kernels for Fast Attention NIPS 2024
On the Optimality of Nuclear-norm-based Matrix Completion for Problems with Smooth Non-linear Structure JMLR 2023
Sparse Plus Low Rank Matrix Decomposition: A Discrete Optimization Approach JMLR 2023
KoPA: Automated Kronecker Product Approximation JMLR 2022
Learning Treatment Effects in Panels with General Intervention Patterns NIPS 2021
Latent Simplex Position Model: High Dimensional Multi-view Clustering with Uncertainty Quantification JMLR 2020
Multichannel Color Image Denoising via Weighted Schatten p-norm Minimization IJCAI 2020
Accelerated Alternating Projections for Robust Principal Component Analysis JMLR 2019
Universality in Learning from Linear Measurements NIPS 2019
Matrix completion with Preference Ranking for Top-N Recommendation IJCAI 2018
On Approximation Guarantees for Greedy Low Rank Optimization ICML 2017
Optimal Shrinkage of Singular Values Under Random Data Contamination NIPS 2017
Rate Optimal Denoising of Simultaneously Sparse and Low Rank Matrices JMLR 2016
Probabilistic Low-Rank Matrix Completion from Quantized Measurements JMLR 2016
Robust Principal Component Analysis with Side Information ICML 2016
Fitting Spectral Decay with the k-Support Norm AISTATS 2016
Low Rank Matrix Completion with Exponential Family Noise COLT 2015
Fast Exact Matrix Completion with Finite Samples COLT 2015
Safe Subspace Screening for Nuclear Norm Regularized Least Squares Problems ICML 2015
Classification with Low Rank and Missing Data ICML 2015
Matrix Completion from Fewer Entries: Spectral Detectability and Rank Estimation NIPS 2015
Riemannian Pursuit for Big Matrix Recovery ICML 2014
Weighted Nuclear Norm Minimization with Application to Image Denoising CVPR 2014
Recovering the Optimal Solution by Dual Random Projection COLT 2013
A New Convex Relaxation for Tensor Completion NIPS 2013