Scalable low-rank tensor learning for spatiotemporal traffic data imputation

Robust tensor completion using transformed tensor singular value decomposition

(2020) Guangjing Song et al.   NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS

A nonconvex low-rank tensor completion model for spatiotemporal traffic data imputation

(2020) Xinyu Chen et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Graph-Partitioning-Based Diffusion Convolutional Recurrent Neural Network for Large-Scale Traffic Forecasting

(2020) Tanwi Mallick et al.   TRANSPORTATION RESEARCH RECORD

Missing traffic data imputation and pattern discovery with a Bayesian augmented tensor factorization model

(2019) Xinyu Chen et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Tensor Robust Principal Component Analysis with a New Tensor Nuclear Norm

(2019) Canyi Lu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Handling missing data in multivariate time series using a vector autoregressive model-imputation (VAR-IM) algorithm

(2018) Faraj Bashir et al.   NEUROCOMPUTING

Recurrent Neural Networks for Multivariate Time Series with Missing Values

(2018) Zhengping Che et al.   Scientific Reports

A Bayesian tensor decomposition approach for spatiotemporal traffic data imputation

(2018) Xinyu Chen et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Matrix and Tensor Based Methods for Missing Data Estimation in Large Traffic Networks

(2016) Muhammad Tayyab Asif et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Tensor based missing traffic data completion with spatial–temporal correlation

(2016) Bin Ran et al.   PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS

Trend Modeling for Traffic Time Series Analysis: An Integrated Study

(2015) Li Li et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Tensor–tensor products with invertible linear transforms

(2015) Eric Kernfeld et al.   LINEAR ALGEBRA AND ITS APPLICATIONS

Tensor Completion for Estimating Missing Values in Visual Data

(2012) Ji Liu et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

PPCA-Based Missing Data Imputation for Traffic Flow Volume: A Systematical Approach

(2009) Li Qu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Tensor Decompositions and Applications

(2009) Tamara G. Kolda et al.   SIAM REVIEW