Joint principal trend analysis for longitudinal high‐dimensional data

Y Zhang, Z Ouyang - Biometrics, 2018 - Wiley Online Library
We consider a research scenario motivated by integrating multiple sources of information for
better knowledge discovery in diverse dynamic biological processes. Given two longitudinal …

Lagged principal trend analysis for longitudinal high‐dimensional data

Y Zhang - Stat, 2019 - Wiley Online Library
Biological systems are dynamic in nature, where time‐lagged correlations are commonly
observed. Motivated by the problem of integrating longitudinal high‐dimensional datasets …