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stat.ME2024
Least Squares Inference for Data with Network Dependency
Jing Lei, Kehui Chen, Haeun Moon
We address the inference problem concerning regression coefficients in a classical linear regression model using least squares estimates. The analysis is conducted under circumstan…
stat.ME2024
Augmented Doubly Robust Post-Imputation Inference for Proteomic Data
Haeun Moon, Jin-Hong Du, Jing Lei +1
Quantitative measurements produced by mass spectrometry proteomics experiments offer a direct way to explore the role of proteins in molecular mechanisms. However, analysis of such…
math.ST2024
Dynamic clustering for heterophilic stochastic block models with time-varying node memberships
Kevin Z Lin, Jing Lei
We consider a time-ordered sequence of networks stemming from stochastic block models where nodes gradually change their memberships over time, and no network at any single time po…