Connor McNeill
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Deep Learning for Multi-Dimensional Functional Data Analysis

Course Project
Deep Learning
Course project looking at different deep learning techniques for FDA.
Published

December 2, 2025

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This project was completed in Autumn 2025 as part of a PhD-level advanced special topics course in nonparametric regression. I worked with two of my colleagues in my department on this project. The goal of the project was to take our assigned topic (deep learning for multi-dimensional FDA) and both perform a literature review and conduct a simulation study. We looked at a variety of different techniques and then applied them to real and simulated data analyses.

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