2 papers
cs.LG2025
RDIT: Residual-based Diffusion Implicit Models for Probabilistic Time Series Forecasting
Chih-Yu Lai, Yu-Chien Ning, Duane S. Boning
Probabilistic Time Series Forecasting (PTSF) plays a critical role in domains requiring accurate and uncertainty-aware predictions for decision-making. However, existing methods of…
q-bio.QM2025
Bayesian ensemble learning for predicting health outcomes of multipollutant mixtures
Yu-Chien Ning, Xin Zhou, Francine Laden +1
We introduce the SoftBart approach from Bayesian ensemble learning to estimate the relationship between multipollutant mixtures and health on chronic exposures in epidemiology rese…