3 papers
stat.ME2025
Active Hypothesis Testing under Computational Budgets with Applications to GWAS and LLM
Qi Kuang, Bowen Gang, Yin Xia
In large-scale hypothesis testing, computing exact -values or -values is often resource-intensive, creating a need for budget-aware inferential methods. We propose a general…
stat.ME2024
False Discovery Control in Multiple Testing: A Brief Overview of Theories and Methodologies
Jianliang He, Bowen Gang, Luella Fu
As the volume and complexity of data continue to expand across various scientific disciplines, the need for robust methods to account for the multiplicity of comparisons has grown…
stat.ME2024
Data-light Uncertainty Set Merging with Admissibility
Shenghao Qin, Jianliang He, Qi Kuang +2
This article introduces a Synthetics, Aggregation, and Test inversion (SAT) approach for merging diverse and potentially dependent uncertainty sets into a single unified set. The p…