Autoencoder-Based Causal Mediation Analysis for High-Dimensional Time Series: Application to Postprandial Glycemic Response in Type 1 Diabetes

Jan 1, 2026·
Spencer Hilligoss
Spencer Hilligoss
,
Annie Qu
· 0 min read
Type
Publication
Working Paper
Spencer Hilligoss
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.
Authors
Professor of Statistics