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Journal Articles
- 2024
[j11]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): 225-247 (2024)- [j10]Juefei Chen, Longxiu Huang, Yimin Wei:
Coseparable Nonnegative Tensor Factorization with t-CUR Decomposition. SIAM J. Matrix Anal. Appl. 45(4): 1805-1826 (2024) - [j9]Longxiu Huang, Xia Li, Deanna Needell:
Randomized Kaczmarz in Adversarial Distributed Setting. SIAM J. Sci. Comput. 46(3): 354- (2024) - 2023
- [j8]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): 10100-10113 (2023) - 2022
- [j7]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): 136 (2022) - 2021
- [j6]Zehan Chao, Longxiu Huang, Deanna Needell:
HOSVD-Based Algorithm for Weighted Tensor Completion. J. Imaging 7(7): 110 (2021) - [j5]HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell:
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. J. Mach. Learn. Res. 22: 185:1-185:36 (2021) - [j4]HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell:
Robust CUR Decomposition: Theory and Imaging Applications. SIAM J. Imaging Sci. 14(4): 1472-1503 (2021) - [j3]Keaton Hamm, Longxiu Huang:
Perturbations of CUR Decompositions. SIAM J. Matrix Anal. Appl. 42(1): 351-375 (2021) - [j2]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: 116-120 (2021) - 2017
- [j1]Longxiu Huang, Tao Wang:
On the Number of Neighbors in Normal Tiling. SIAM J. Discret. Math. 31(1): 240-253 (2017)
Conference and Workshop Papers
- 2024
- [c8]HanQin Cai, Longxiu Huang, Chandra Kundu, Bowen Su:
On the Robustness of Cross-Concentrated Sampling for Matrix Completion. CISS 2024: 1-5 - [c7]Huikang Liu, Peng Wang, Longxiu Huang, Qing Qu, Laura Balzano:
Symmetric Matrix Completion with ReLU Sampling. ICML 2024 - 2023
- [c6]Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou:
Non-Convex Approaches for Low-Rank Tensor Completion under Tubal Sampling. ICASSP 2023: 1-5 - [c5]Qing Yao, Longxiu Huang, Sui Tang:
Space-Time Variable Density Samplings for Sparse Bandlimited Graph Signals Driven by Diffusion Operators. ICASSP 2023: 1-5 - [c4]Katherine Henneberger, Longxiu Huang, Jing Qin:
Hyperspectral Band Selection Based on Matrix CUR Decomposition. IGARSS 2023: 7380-7383 - 2021
- [c3]HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell:
Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition *. ICCVW 2021: 189-197 - 2020
- [c2]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 - [c1]Zehan Chao, Longxiu Huang, Deanna Needell:
Tensor Completion through Total Variation with Initialization from Weighted HOSVD. ITA 2020: 1-8
Informal and Other Publications
- 2024
- [i26]HanQin Cai, Longxiu Huang, Chandra Kundu, Bowen Su:
On the Robustness of Cross-Concentrated Sampling for Matrix Completion. CoRR abs/2401.15566 (2024) - [i25]Juefei Chen, Longxiu Huang, Yimin Wei:
Coseparable Nonnegative Tensor Factorization With T-CUR Decomposition. CoRR abs/2401.16836 (2024) - [i24]Huikang Liu, Peng Wang, Longxiu Huang, Qing Qu, Laura Balzano:
Symmetric Matrix Completion with ReLU Sampling. CoRR abs/2406.05822 (2024) - [i23]HanQin Cai, Longxiu Huang, Xiliang Lu, Juntao You:
Accelerating Ill-conditioned Hankel Matrix Recovery via Structured Newton-like Descent. CoRR abs/2406.07409 (2024) - [i22]Bowen Su, Juntao You, HanQin Cai, Longxiu Huang:
Guaranteed Sampling Flexibility for Low-tubal-rank Tensor Completion. CoRR abs/2406.11092 (2024) - [i21]Longxiu Huang, A. Martina Neuman, Sui Tang, Yuying Xie:
Convolutional dynamical sampling and some new results. CoRR abs/2406.15122 (2024) - [i20]Longxiu Huang, Dongyang Li, Sui Tang, Qing Yao:
Random space-time sampling and reconstruction of sparse bandlimited graph diffusion field. CoRR abs/2410.18005 (2024) - 2023
- [i19]Longxiu Huang, Xia Li, Deanna Needell:
Distributed Randomized Kaczmarz for the Adversarial Workers. CoRR abs/2302.14615 (2023) - [i18]Zheng Tan, Longxiu Huang, HanQin Cai, Yifei Lou:
Non-convex approaches for low-rank tensor completion under tubal sampling. CoRR abs/2303.12721 (2023) - [i17]HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell:
Robust Tensor CUR Decompositions: Rapid Low-Tucker-Rank Tensor Recovery with Sparse Corruption. CoRR abs/2305.04080 (2023) - 2022
- [i16]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 abs/2201.13324 (2022) - [i15]Xia Li, Longxiu Huang, Deanna Needell:
Distributed randomized Kaczmarz for the adversarial workers. CoRR abs/2203.00095 (2022) - [i14]HanQin Cai, Longxiu Huang, Pengyu Li, Deanna Needell:
Matrix Completion with Cross-Concentrated Sampling: Bridging Uniform Sampling and CUR Sampling. CoRR abs/2208.09723 (2022) - 2021
- [i13]HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell:
Robust CUR Decomposition: Theory and Imaging Applications. CoRR abs/2101.05231 (2021) - [i12]HanQin Cai, Keaton Hamm, Longxiu Huang, Deanna Needell:
Mode-wise Tensor Decompositions: Multi-dimensional Generalizations of CUR Decompositions. CoRR abs/2103.11037 (2021) - [i11]HanQin Cai, Zehan Chao, Longxiu Huang, Deanna Needell:
Fast Robust Tensor Principal Component Analysis via Fiber CUR Decomposition. CoRR abs/2108.10448 (2021) - [i10]Akram Aldroubi, Longxiu Huang, Keri Kornelson, Ilya A. Krishtal:
Predictive algorithms in dynamical sampling for burst-like forcing terms. CoRR abs/2109.00623 (2021) - [i9]Longxiu Huang, Deanna Needell, Sui Tang:
Robust recovery of bandlimited graph signals via randomized dynamical sampling. CoRR abs/2109.14079 (2021) - 2020
- [i8]Keaton Hamm, Longxiu Huang:
Stability of Sampling for CUR Decompositions. CoRR abs/2001.02774 (2020) - [i7]Longxiu Huang, Deanna Needell:
HOSVD-Based Algorithm for Weighted Tensor Completion. CoRR abs/2003.08537 (2020) - [i6]Zehan Chao, Longxiu Huang, Deanna Needell:
Tensor Completion through Total Variationwith Initialization from Weighted HOSVD. CoRR abs/2003.09062 (2020) - [i5]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 abs/2009.09074 (2020) - [i4]HanQin Cai, Keaton Hamm, Longxiu Huang, Jiaqi Li, Tao Wang:
Rapid Robust Principal Component Analysis: CUR Accelerated Inexact Low Rank Estimation. CoRR abs/2010.07422 (2020) - 2019
- [i3]Keaton Hamm, Longxiu Huang:
CUR Decompositions, Approximations, and Perturbations. CoRR abs/1903.09698 (2019) - [i2]Keaton Hamm, Longxiu Huang:
Perspectives on CUR Decompositions. CoRR abs/1907.12668 (2019) - [i1]Keaton Hamm, Longxiu Huang:
Perturbations of CUR Decompositions. CoRR abs/1908.08101 (2019)
Coauthor Index
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