Longxiu Huang

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 42

Top Topics

Robust Principal Component Analysis

Matrix Completion

Top Venues

SIAM J. Imaging Sci.

IEEE Signal Process. Lett.

Publications

HanQin Cai, Longxiu Huang, Xiliang Lu, Juntao You
Accelerating Ill-conditioned Hankel Matrix Recovery via Structured Newton-like Descent. CoRR (2024)
Huikang Liu, Peng Wang, Longxiu Huang, Qing Qu, Laura Balzano
Symmetric Matrix Completion with ReLU Sampling. CoRR (2024)
Longxiu Huang, Xia Li, Deanna Needell
Randomized Kaczmarz in Adversarial Distributed Setting. SIAM J. Sci. Comput. 46 (3) (2024)
Juefei Chen, Longxiu Huang, Yimin Wei
Coseparable Nonnegative Tensor Factorization With T-CUR Decomposition. CoRR (2024)
Bowen Su, Juntao You, HanQin Cai, Longxiu Huang
Guaranteed Sampling Flexibility for Low-tubal-rank Tensor Completion. CoRR (2024)
HanQin Cai, Longxiu Huang, Chandra Kundu, Bowen Su
On the Robustness of Cross-Concentrated Sampling for Matrix Completion. CISS (2024)
HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruptions. SIAM J. Imaging Sci. 17 (1) (2024)
HanQin Cai, Longxiu Huang, Chandra Kundu, Bowen Su
On the Robustness of Cross-Concentrated Sampling for Matrix Completion. CoRR (2024)
Longxiu Huang, A. Martina Neuman, Sui Tang, Yuying Xie
Convolutional dynamical sampling and some new results. CoRR (2024)
Katherine Henneberger, Longxiu Huang, Jing Qin
Hyperspectral Band Selection Based on Matrix CUR Decomposition. IGARSS (2023)
Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou
Non-Convex Approaches for Low-Rank Tensor Completion under Tubal Sampling. ICASSP (2023)
Longxiu Huang, Xia Li, Deanna Needell
Distributed Randomized Kaczmarz for the Adversarial Workers. CoRR (2023)
HanQin Cai, Longxiu Huang, Pengyu Li, Deanna Needell
Matrix Completion With Cross-Concentrated Sampling: Bridging Uniform Sampling and CUR Sampling. IEEE Trans. Pattern Anal. Mach. Intell. 45 (8) (2023)
Qing Yao, Longxiu Huang, Sui Tang
Space-Time Variable Density Samplings for Sparse Bandlimited Graph Signals Driven by Diffusion Operators. ICASSP (2023)
Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou
Non-convex approaches for low-rank tensor completion under tubal sampling. CoRR (2023)
HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption. CoRR (2023)
HanQin Cai, Longxiu Huang, Pengyu Li, Deanna Needell
Matrix Completion with Cross-Concentrated Sampling: Bridging Uniform Sampling and CUR Sampling. CoRR (2022)
Pengyu Li, Christine Tseng, Yaxuan Zheng, Joyce A. Chew, Longxiu Huang, Benjamin Jarman, Deanna Needell
Guided Semi-Supervised Non-Negative Matrix Factorization. Algorithms 15 (5) (2022)
Xia Li, Longxiu Huang, Deanna Needell
Distributed randomized Kaczmarz for the adversarial workers. CoRR (2022)
Pengyu Li, Christine Tseng, Yaxuan Zheng, Joyce A. Chew, Longxiu Huang, Benjamin Jarman, Deanna Needell
Guided Semi-Supervised Non-negative Matrix Factorization on Legal Documents. CoRR (2022)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. CoRR (2021)
HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell
. ICCVW (2021)
Zehan Chao, Longxiu Huang, Deanna Needell
HOSVD-Based Algorithm for Weighted Tensor Completion. J. Imaging 7 (7) (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Robust CUR Decomposition: Theory and Imaging Applications. SIAM J. Imaging Sci. 14 (4) (2021)
Akram Aldroubi, Longxiu Huang, Keri Kornelson, Ilya A. Krishtal
Predictive algorithms in dynamical sampling for burst-like forcing terms. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation. IEEE Signal Process. Lett. 28 (2021)
HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell
Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Robust CUR Decomposition: Theory and Imaging Applications. CoRR (2021)
Longxiu Huang, Deanna Needell, Sui Tang
Robust recovery of bandlimited graph signals via randomized dynamical sampling. CoRR (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. J. Mach. Learn. Res. 22 (2021)
Keaton Hamm, Longxiu Huang
Perturbations of CUR Decompositions. SIAM J. Matrix Anal. Appl. 42 (1) (2021)
HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation. CoRR (2020)
Keaton Hamm, Longxiu Huang
Stability of Sampling for CUR Decompositions. CoRR (2020)
Zehan Chao, Longxiu Huang, Deanna Needell
Tensor Completion through Total Variation with Initialization from Weighted HOSVD. ITA (2020)
Rachel Grotheer, Yihuan Huang, Pengyu Li, Elizaveta Rebrova, Deanna Needell, Longxiu Huang, Alona Kryshchenko, Xia Li, Kyung Ha, Oleksandr Kryshchenko
COVID-19 Literature Topic-Based Search via Hierarchical NMF. CoRR (2020)
Rachel Grotheer, Longxiu Huang, Yihuan Huang, Alona Kryshchenko, Oleksandr Kryshchenko, Pengyu Li, Xia Li, Elizaveta Rebrova, Kyung Ha, Deanna Needell
COVID-19 Literature Topic-Based Search via Hierarchical NMF. NLP4COVID@EMNLP (2020)
Longxiu Huang, Deanna Needell
HOSVD-Based Algorithm for Weighted Tensor Completion. CoRR (2020)
Zehan Chao, Longxiu Huang, Deanna Needell
Tensor Completion through Total Variationwith Initialization from Weighted HOSVD. CoRR (2020)
Keaton Hamm, Longxiu Huang
Perturbations of CUR Decompositions. CoRR (2019)
Keaton Hamm, Longxiu Huang
Perspectives on CUR Decompositions. CoRR (2019)
Keaton Hamm, Longxiu Huang
CUR Decompositions, Approximations, and Perturbations. CoRR (2019)
Longxiu Huang, Tao Wang
On the Number of Neighbors in Normal Tiling. SIAM J. Discret. Math. 31 (1) (2017)