MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm

29 March 2025

Papers citing "MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm"

20 / 20 papers shown

Title
ImputeFormer: Low Rankness-Induced Transformers for Generalizable Spatiotemporal Imputation Tong Nie Guoyang Qin Wei Ma Yuewen Mei Jiangming Sun AI4TS AI4CE 108 36 0 04 Dec 2023
Human-instructed Deep Hierarchical Generative Learning for Automated Urban Planning Dongjie Wang Lingfei Wu Denghui Zhang Jingbo Zhou Leilei Sun Yanjie Fu 71 20 0 01 Dec 2022
Correlating sparse sensing for large-scale traffic speed estimation: A Laplacian-enhanced low-rank tensor kriging approach Tong Nie Guoyang Qin Yunpeng Wang Jian Sun 95 27 0 21 Oct 2022
Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing patterns Tong Nie Guoyang Qin Jian Sun 87 53 0 19 May 2022
Nonlinear Transform Induced Tensor Nuclear Norm for Tensor Completion Ben-Zheng Li Xile Zhao Teng-Yu Ji Xiongjun Zhang Tingzhu Huang MedIm 84 47 0 17 Oct 2021
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series Imputation Y. Tashiro Jiaming Song Yang Song Stefano Ermon BDL DiffM 81 557 0 07 Jul 2021
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Minhao Liu Ailing Zeng Mu-Hwa Chen Zhijian Xu Qiuxia Lai Lingna Ma Qiang Xu AI4TS 105 387 0 17 Jun 2021
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation Xinyu Chen Mengying Lei Nicolas Saunier Lijun Sun 67 106 0 30 Apr 2021
Spatio-Temporal Graph Scattering Transform Chao Pan Siheng Chen Antonio Ortega AI4TS 68 27 0 06 Dec 2020
Scalable Low-Rank Tensor Learning for Spatiotemporal Traffic Data Imputation Xinyu Chen Yixian Chen Nicolas Saunier Lijun Sun AI4TS 73 60 0 07 Aug 2020
Denoising Diffusion Probabilistic Models Jonathan Ho Ajay Jain Pieter Abbeel DiffM 945 18,496 0 19 Jun 2020
GMAN: A Graph Multi-Attention Network for Traffic Prediction Chuanpan Zheng Xiaoliang Fan Cheng-Yu Wang Jianzhong Qi AI4TS AI4CE 130 1,396 0 11 Nov 2019
Framelet Representation of Tensor Nuclear Norm for Third-Order Tensor Completion Tai-Xiang Jiang Michael K. Ng Xile Zhao Tingzhu Huang ViT 102 150 0 16 Sep 2019
Robust Tensor Recovery with Fiber Outliers for Traffic Events Yue Hu D. Work 148 36 0 27 Aug 2019
Tensor Robust Principal Component Analysis with A New Tensor Nuclear Norm Canyi Lu Jiashi Feng Yudong Chen Wen Liu Zhouchen Lin Shuicheng Yan 110 768 0 10 Apr 2018
Randomized CP Tensor Decomposition N. Benjamin Erichson Krithika Manohar Steven L. Brunton J. Nathan Kutz 97 64 0 27 Mar 2017
Smooth PARAFAC Decomposition for Tensor Completion Tatsuya Yokota Qibin Zhao A. Cichocki 107 251 0 25 May 2015
Exact tensor completion using t-SVD Zemin Zhang Shuchin Aeron 107 565 0 16 Feb 2015
Novel methods for multilinear data completion and de-noising based on tensor-SVD Zemin Zhang G. Ely Shuchin Aeron Ning Hao M. Kilmer 191 700 0 07 Jul 2014
The Emerging Field of Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Domains D. Shuman S. K. Narang P. Frossard Antonio Ortega P. Vandergheynst 149 3,991 0 31 Oct 2012