2 papers
stat.ML2025
Neural variational inference for cutting feedback during uncertainty propagation
Jiafang Song, Sandipan Pramanik, Abhirup Datta
In many scientific applications, uncertainty of estimates from an earlier (upstream) analysis needs to be propagated in subsequent (downstream) Bayesian analysis, without feedback.…
stat.ME2025
Hurdle Network Model With Latent Dynamic Shrinkage For Enhanced Edge Prediction in Zero-Inflated Directed Network Time Series
Sandipan Pramanik, Raymond Robertson, Yang Ni
This article aims to model international trade relationships among 29 countries in the apparel industry between 1994 and 2013. Bilateral trade flows can be represented as a directe…