2 papers
stat.AP2018
Elastic Functional Principal Component Regression
J. Derek Tucker, John Lewis, Anuj Srivastava
We study regression using functional predictors in situations where these functions contain both phase and amplitude variability. In other words, the functions are misaligned due t…
stat.CO2018
A Geometric Approach for Computing Tolerance Bounds for Elastic Functional Data
J. Derek Tucker, John R. Lewis, Caleb King +1
We develop a method for constructing tolerance bounds for functional data with random warping variability. In particular, we define a generative, probabilistic model for the amplit…