2 papers
stat.ML2021
Interpretable Network Representation Learning with Principal Component Analysis
James D. Wilson, Jihui Lee
We consider the problem of interpretable network representation learning for samples of network-valued data. We propose the Principal Component Analysis for Networks (PCAN) algorit…
stat.ME2017
Varying-coefficient models for dynamic networks
Jihui Lee, Gen Li, James D. Wilson
Dynamic networks are commonly used in applications where relational data is observed over time. Statistical models for such data should capture not only the temporal dependencies b…