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cs.LG2021★ 1 cited
Projection-free Graph-based Classifier Learning using Gershgorin Disc Perfect Alignment
Cheng Yang, Gene Cheung, Guangtao Zhai
In semi-supervised graph-based binary classifier learning, a subset of known labels are used to infer unknown labels, assuming that the label signal is smo…
cs.LG2020
Signed Graph Metric Learning via Gershgorin Disc Perfect Alignment
Cheng Yang, Gene Cheung, Wei Hu
Given a convex and differentiable objective $Q(\M)$ for a real symmetric matrix $\M$ in the positive definite (PD) cone -- used to compute Mahalanobis distances -- we propose a fas…