Sparse Tucker Decomposition and Graph Regularization for High-Dimensional Time Series Forecasting

Sijia Xia, Michael K. Ng, Xiongjun Zhang

Existing methods of vector autoregressive model for multivariate time series analysis make use of low-rank matrix approximation or Tucker decomposition to reduce the dimension of t…