IEEE

Spatial–Temporal Traffic Modeling With a Fusion Graph Reconstructed by Tensor Decomposition

Abstract: Accurate spatial-temporal traffic flow forecasting is essential for helping traffic managers take control measures and drivers to choose the optimal travel routes. Recently, graph ...
GitHub

Tensor Principal Component Analysis

This repository contains MatLab code for creating empirical and simulation results reported in the paper Tensor Principal Component Analysis. Reference: Babii, Andrii, Eric Ghysels, and Junsu Pan.
GitHub

MATLAB & Python implementations of an exact, tensor-based MDP solver for life-cycle optimization of civil infrastructure

This repository provides MATLAB and Python implementations of an exact, tensor-based Markov Decision Process (MDP) solver. Standard dynamic programming solvers suffer from the curse of dimensionality, ...
IEEE

Re-LL1: An Effective Regularized (L,L,1)-Tensor Decomposition Method for Video Background Modeling and Foreground Separation

Abstract: In this paper, we proposed an efficient regularized (L,L,1)-decomposition method, called Re-LL1, to factorize a time-series tensor into block low-rank terms and sparse components. Re-LL1 ...