Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares

9 October 2014

Papers citing "Matrix Completion and Low-Rank SVD via Fast Alternating Least Squares"

50 / 149 papers shown

Title
Multiple Imputation via Generative Adversarial Network for High-dimensional Blockwise Missing Value Problems Zongyu Dai Zhiqi Bu Qi Long GAN 64 22 0 21 Dec 2021
Rank-Constrained Least-Squares: Prediction and Inference Michael Law Yaácov Ritov Ruixiang Zhang Ziwei Zhu 117 1 0 29 Nov 2021
Optimality of variational inference for stochastic block model with missing links Solenne Gaucher Olga Klopp 41 2 0 05 Nov 2021
Fairness in Missing Data Imputation Yiliang Zhang Q. Long 79 13 0 22 Oct 2021
Low-rank Matrix Recovery With Unknown Correspondence Zhiwei Tang Tsung-Hui Chang X. Ye H. Zha 94 4 0 15 Oct 2021
Causal Matrix Completion Anish Agarwal M. Dahleh Devavrat Shah Dennis Shen CML 457 54 0 30 Sep 2021
Dimension Reduction for Data with Heterogeneous Missingness Yurong Ling Zijing Liu Jing-Hao Xue 25 0 0 24 Sep 2021
Weighted Low Rank Matrix Approximation and Acceleration Elena Tuzhilina Trevor Hastie OffRL 58 7 0 22 Sep 2021
Matrix Completion of World Trade G. Gnecco Federico Nutarelli M. Riccaboni 10 0 0 08 Sep 2021
Inference for Low-Rank Models Victor Chernozhukov Christian B. Hansen Yuan Liao Yinchu Zhu 56 12 0 06 Jul 2021
How Low Can We Go: Trading Memory for Error in Low-Precision Training Chengrun Yang Ziyang Wu Jerry Chee Christopher De Sa Madeleine Udell 51 2 0 17 Jun 2021
Matrix Completion with Model-free Weighting Jiayi Wang R. K. Wong Xiaojun Mao Kwun Chuen Gary Chan 62 6 0 09 Jun 2021
Smooth Bilevel Programming for Sparse Regularization C. Poon Gabriel Peyré 100 18 0 02 Jun 2021
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices D. Zhou Tianxi Cai Junwei Lu 109 11 0 21 May 2021
Nonparametric Trace Regression in High Dimensions via Sign Series Representation Chanwoo Lee Lexin Li Hao Helen Zhang Miaoyan Wang AI4TS 13 1 0 04 May 2021
PAC-Bayesian Matrix Completion with a Spectral Scaled Student Prior The Tien Mai 60 2 0 16 Apr 2021
NoisyCUR: An algorithm for two-cost budgeted matrix completion D. Hu Alex Gittens M. Magdon-Ismail 50 1 0 16 Apr 2021
The Power of Subsampling in Submodular Maximization Christopher Harshaw Ehsan Kazemi Moran Feldman Amin Karbasi 92 7 0 06 Apr 2021
Large factor model estimation by nuclear norm plus $l_1$ norm penalization M. Farné A. Montanari 82 0 0 06 Apr 2021
Simulation comparisons between Bayesian and de-biased estimators in low-rank matrix completion The Tien Mai 36 1 0 22 Mar 2021
Wasserstein Graph Neural Networks for Graphs with Missing Attributes Zhi-Xing Chen Tengfei Ma Yangqiu Song Yangkun Wang GNN 98 2 0 06 Feb 2021
Vector-output ReLU Neural Network Problems are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-time Algorithms Arda Sahiner Tolga Ergen John M. Pauly Mert Pilanci MLT 171 44 0 24 Dec 2020
Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions Yifeng Guo Yuhao Su Zebin Yang Aijun Zhang 31 2 0 15 Dec 2020
A Fast Linear Regression via SVD and Marginalization P. Greengard Andrew Gelman Aki Vehtari 41 3 0 09 Nov 2020
Handling Missing Data with Graph Representation Learning Jiaxuan You Xiaobai Ma D. Ding Mykel Kochenderfer J. Leskovec 82 182 0 30 Oct 2020
Simultaneous Relevance and Diversity: A New Recommendation Inference Approach Yifang Liu Zhe Xu Qiyuan An Yang Yi Yanzhi Wang Trevor Hastie 20 0 0 27 Sep 2020
Time-series Imputation and Prediction with Bi-Directional Generative Adversarial Networks Mehak Gupta Rahmatollah Beheshti SyDa GAN AI4TS 28 13 0 18 Sep 2020
Competing AI: How does competition feedback affect machine learning? Antonio A. Ginart Eva Zhang Yongchan Kwon James Zou AAML 40 0 0 15 Sep 2020
Implicit Feedback Deep Collaborative Filtering Product Recommendation System K. Bhaskar D. Kundur Y. Lawryshyn BDL 36 3 0 08 Sep 2020
$Column $\ell_{2,0}$-norm regularized factorization model of low-rank matrix recovery and its computation$ Column $\ell_{2,0}$ -norm regularized factorization model of low-rank matrix recovery and its computation Ting Tao Yitian Qian S. Pan 42 2 0 24 Aug 2020
A Scalable, Adaptive and Sound Nonconvex Regularizer for Low-rank Matrix Completion Yaqing Wang Quanming Yao James T. Kwok 39 0 0 14 Aug 2020
Robust Multi-Agent Multi-Armed Bandits Daniel Vial Sanjay Shakkottai R. Srikant 76 37 0 07 Jul 2020
NeuMiss networks: differentiable programming for supervised learning with missing values Marine Le Morvan Julie Josse Thomas Moreau Erwan Scornet Gaël Varoquaux 46 8 0 03 Jul 2020
Low-Rank Factorization for Rank Minimization with Nonconvex Regularizers April Sagan J. Mitchell 38 5 0 13 Jun 2020
Ridge Regularizaton: an Essential Concept in Data Science Trevor Hastie 40 84 0 30 May 2020
Orthogonal Inductive Matrix Completion Antoine Ledent Rodrigo Alves Marius Kloft 47 14 0 03 Apr 2020
Statistically Guided Divide-and-Conquer for Sparse Factorization of Large Matrix Kun Chen Ruipeng Dong Wanwan Xu Zemin Zheng CML 54 2 0 17 Mar 2020
MissDeepCausal: Causal Inference from Incomplete Data Using Deep Latent Variable Models Imke Mayer Julie Josse Félix Raimundo Jean-Philippe Vert CML 66 12 0 25 Feb 2020
Missing Data Imputation using Optimal Transport Boris Muzellec Julie Josse Claire Boyer Marco Cuturi OT 72 126 0 10 Feb 2020
A Sparsity Inducing Nuclear-Norm Estimator (SpINNEr) for Matrix-Variate Regression in Brain Connectivity Analysis Damian Brzyski Xixi Hu J. Goñi B. Ances T. Randolph J. Harezlak 23 1 0 30 Jan 2020
A clustering approach to time series forecasting using neural networks: A comparative study on distance-based vs. feature-based clustering methods M. Tadayon Y. Iwashita AI4TS 23 5 0 27 Jan 2020
The Gossiping Insert-Eliminate Algorithm for Multi-Agent Bandits Ronshee Chawla Abishek Sankararaman A. Ganesh Sanjay Shakkottai 82 52 0 15 Jan 2020
Outliers Detection in Networks with Missing Links Solenne Gaucher Olga Klopp Geneviève Robin 47 0 0 29 Nov 2019
Error bound of critical points and KL property of exponent $1/2$ for squared F-norm regularized factorization Ting Tao S. Pan Shujun Bi 37 4 0 11 Nov 2019
Optimal Experimental Design for Staggered Rollouts Ruoxuan Xiong Susan Athey Mohsen Bayati Guido Imbens 65 39 0 09 Nov 2019
Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion Dimitris Bertsimas M. Li 60 2 0 21 Oct 2019
High-Resolution Traffic Sensing with Autonomous Vehicles Wei-Ying Ma Sean Qian 26 6 0 06 Oct 2019
Distributed-Memory Tensor Completion for Generalized Loss Functions in Python using New Sparse Tensor Kernels Navjot Singh Zecheng Zhang Xiaoxia Wu Naijing Zhang Siyuan Zhang Edgar Solomonik 22 15 0 06 Oct 2019
Social Learning in Multi Agent Multi Armed Bandits Abishek Sankararaman A. Ganesh Sanjay Shakkottai 109 86 0 04 Oct 2019
Learning Robust Data Representation: A Knowledge Flow Perspective Zhengming Ding Ming Shao Handong Zhao Sheng Li OOD 20 0 0 28 Sep 2019