The MATLAB live script SIMULATION.mlx performs the simulation study given in
Chung, M.K., Qiu, A., Seo S. Vorperian, H.K. 2015. Unified heat kernel regression for diffusion, kernel smoothing and wavelets on manifolds and its application to mandible growth modeling in CT images, Medical Image Analysis. 22:63-76, arXiv:1409.6498
Heat kernel smoothing utilizing the eigenfunction of LB-operator is expect to perform the best due to the most accurate numerical accuracy in perfomring heat diffusion. Iterative version of heat kernel smoothing (tangent space apprximation) is expected to perform worst due to confounding numerical error over each iteration.
2024 (C) Moo K. Chung, Unvierstiy of Wisconsin-Madison