3 papers
cs.LG2026
Deep Variational Inference Symbolic Regression
James Butterworth, Gevik Grigorian, Alejandro DiazDelaO
Symbolic regression discovers explicit, interpretable equations without assuming a functional form in advance. A Bayesian approach strengthens this through probability distribution…
stat.CO2026
Niching Importance Sampling for Multi-modal Rare-event Simulation
Hugh J. Kinnear, F. A. DiazDelaO
This paper proposes niching importance sampling, a framework that combines concepts from reliability analysis, e.g. Markov chains, importance sampling, and relative cross entropy m…
stat.AP2025
Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian Processes
Ali Akbar Septiandri, Deyu Ming, F. Alejandro DiazDelaO +2
Healthcare data, particularly in critical care settings, presents three key challenges for analysis. First, physiological measurements come from different sources but are inherentl…