Autoencoder-Based Causal Mediation Analysis for High-Dimensional Time Series: Application to Postprandial Glycemic Response in Type 1 Diabetes
Jan 1, 2026·
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Spencer Hilligoss
Annie Qu

Authors
PhD Student in Statistics
Spencer Hilligoss is a PhD student in Statistics at the University of California, Irvine,
advised by Dr. Annie Qu and Dr. Tianchen Qian. His research focuses on causal mediation
analysis, representation learning, and statistical methods for mobile health and
personalized medicine, with applications to Type 1 Diabetes.