Predicting the Dow Jones Industrial Average with Sentiment-Enhanced LSTM Models

Dec 1, 2025 · 1 min read

Project demonstrating the efficacy of LSTM models in enhancing prediction of stock indexes such as the DJIA.

Tools Used: Python, R

Spencer Hilligoss
Authors
PhD Candidate in Statistics
Spencer Hilligoss is a PhD candidate in Statistics at the University of California, Irvine, advised by Dr. Annie Qu and Dr. Tianchen Qian. His research develops methods for causal mediation analysis, representation learning, and generative modeling of complex time series, with applications spanning personalized medicine, mobile health, and financial data. His work on causal mediation in continuous glucose monitoring was recently published in npj Metabolic Health and Disease.