6 citations · 10 across the 5 of their papers we have counts for
5 papers · 1 filter
Transfer learning for functional linear regression via control variates
Yuping Yang, Zhiyang Zhou
Transfer learning (TL) has emerged as a powerful tool for improving estimation and prediction performance by leveraging information from related datasets, with the offset TL (O-TL)…
Continuum centroid classifier for functional data
Zhiyang Zhou, Peijun Sang
Aiming at the binary classification of functional data, we propose the continuum centroid classifier (CCC) built upon projections of functional data onto one specific direction. Th…
Fast implementation of partial least squares for function-on-function regression
Zhiyang Zhou
People employ the function-on-function regression to model the relationship between two random curves. Fitting this model, widely used strategies include algorithms falling into th…
Partial least squares for sparsely observed curves with measurement errors
Zhiyang Zhou, Richard A. Lockhart
Functional partial least squares (FPLS) is commonly used for fitting scalar-on-function regression models. For the sake of accuracy, FPLS demands that each realization of the funct…
Functional continuum regression
Zhiyang Zhou
Functional principal component regression (PCR) can fail to provide good prediction if the response is highly correlated with some excluded functional principal component(s). This…