2 papers
cs.NE2026
MO-SAE:Multi-Objective Stacked Autoencoders Optimization for Edge Anomaly Detection
Lizhao Zhang, Shengsong Kong, Tao Guo +2
Stacked AutoEncoders (SAE) have been widely adopted in edge anomaly detection scenarios. However, the resource-intensive nature of SAE can pose significant challenges for edge devi…
stat.ME2025
Quantile Predictions for Equity Premium using Penalized Quantile Regression with Consistent Variable Selection across Multiple Quantiles
Shaobo Li, Ben Sherwood
This paper considers equity premium prediction, for which mean regression can be problematic due to heteroscedasticity and heavy-tails of the error. We show advantages of quantile…