Research
On the Duality between Feature and Sample Screening
Feature and sample screening are formalized as an equivariant pair under Fenchel-Rockafellar duality, revealing a model-independent structural relationship between them.
Research
Gap Safe Screening Rules for Fast Training of Robust Support Vector Machines under Feature Noise
Safe screening rules for Robust SVMs under feature noise, reducing training cost while preserving optimal solutions.
