@inproceedings{dab214d07689450e90eda42083abb74c,
title = "Model selection for spatiotemporal modeling of early childhood sub-cortical development",
abstract = "Spatiotemporal shape models capture the dynamics of shape change over time and are an essential tool for monitoring and measuring anatomical growth or degeneration. In this paper we evaluate non-parametric shape regression on the challenging problem of modeling early childhood sub-cortical development starting from birth. Due to the flexibility of the model, it can be challenging to choose parameters which lead to a good model fit yet does not overfit. We systematically test a variety of parameter settings to evaluate model fit as well as the sensitivity of the method to specific parameters, and we explore the impact of missing data on model estimation.",
author = "James Fishbaugh and Beatriz Paniagua and Mahmoud Mostapha and Martin Styner and Veronica Murphy and John Gilmore and Guido Gerig",
note = "Funding Information: Supported by grant NIH NIBIB R01EB021391 (SlicerSALT) and the New York Center for Advanced Technology in Telecommunications (CATT). Publisher Copyright: {\textcopyright} COPYRIGHT SPIE. Downloading of the abstract is permitted for personal use only.; Medical Imaging 2019: Image Processing ; Conference date: 19-02-2019 Through 21-02-2019",
year = "2019",
doi = "10.1117/12.2513030",
language = "English (US)",
series = "Progress in Biomedical Optics and Imaging - Proceedings of SPIE",
publisher = "SPIE",
editor = "Angelini, {Elsa D.} and Angelini, {Elsa D.} and Angelini, {Elsa D.} and Landman, {Bennett A.}",
booktitle = "Medical Imaging 2019",
}