Tag: factor

  • Split-and-Conquer: Distributed Factor Modeling for High-Dimensional Matrix-Variate Time Series

    Split-and-Conquer: Distributed Factor Modeling for High-Dimensional Matrix-Variate Time Series arXiv:2601.11091v1 Announce Type: new Abstract: In this paper, we propose a distributed framework for reducing the dimensionality of high-dimensional, large-scale, heterogeneous matrix-variate time series data using a factor model. The data are first partitioned column-wise (or row-wise) and allocated to node servers, where each node estimates…