89 citations · 430 across the 37 of their papers we have counts for
3 papers · 1 filter
Robust Vertex Classification
Li Chen, Cencheng Shen, Joshua Vogelstein +1
For random graphs distributed according to stochastic blockmodels, a special case of latent position graphs, adjacency spectral embedding followed by appropriate vertex classificat…
Generalized Canonical Correlation Analysis for Classification
Cencheng Shen, Ming Sun, Minh Tang +1
For multiple multivariate data sets, we derive conditions under which Generalized Canonical Correlation Analysis (GCCA) improves classification performance of the projected dataset…
On the Incommensurability Phenomenon
Donniell E. Fishkind, Cencheng Shen, Youngser Park +1
Suppose that two large, multi-dimensional data sets are each noisy measurements of the same underlying random process, and principle components analysis is performed separately on…