2 papers
cs.LG2026
Gap Safe Screening Rules for Fast Training of Robust Support Vector Machines under Feature Noise
Tan-Hau Nguyen, Thu-Le Tran, Kien Trung Nguyen
Robust Support Vector Machines (R-SVMs) address feature noise by adopting a worst-case robust formulation that explicitly incorporates uncertainty sets into training. While this ro…
math.OC2024
One to beat them all: "RYU" -- a unifying framework for the construction of safe balls
Thu-Le Tran, Clément Elvira, Hong-Phuong Dang +1
In this paper, we present a new framework, called "RYU" for constructing "safe" regions -- specifically, bounded sets that are guaranteed to contain the dual solution of a target o…