Tharindu P. De Alwis

Convolution transformation for sufficient dimension reduction in time series

Abstract While univariate time series analysis is well established, capturing nonlinear dynamics and high-dimensional lag structure remains a significant challenge. Sufficient dimension reduction (SDR) provides a useful and powerful framework to address the curse of dimensionalit...