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stat.ME2023★ 2 cited
Fourier Methods for Sufficient Dimension Reduction in Time Series
S. Yaser Samadi, Tharindu P. De Alwis
Dimensionality reduction has always been one of the most significant and challenging problems in the analysis of high-dimensional data. In the context of time series analysis, our…
stat.ME2022
itdr: An R package of Integral Transformation Methods to Estimate the SDR Subspaces in Regression
Tharindu P. De Alwis, S. Yaser Samadi, Jiaying Weng
Sufficient dimension reduction (SDR) is an effective tool for regression models, offering a viable approach to address and analyze the nonlinear nature of regression problems. This…