2 papers
stat.ME2022
Estimation of Over-parameterized Models from an Auto-Modeling Perspective
Yiran Jiang, Chuanhai Liu
From a model-building perspective, we propose a paradigm shift for fitting over-parameterized models. Philosophically, the mindset is to fit models to future observations rather th…
cs.SI2021
Scalable Community Detection in Massive Networks Using Aggregated Relational Data
Timothy Jones, Owen G. Ward, Yiran Jiang +2
The mixed membership stochastic blockmodel (MMSB) is a popular Bayesian network model for community detection. Fitting such large Bayesian network models quickly becomes computatio…