3 papers
cs.LG2025
Adaptive-Sensorless Monitoring of Shipping Containers
Lingqing Shen, Chi Heem Wong, Misaki Mito +1
Monitoring the internal temperature and humidity of shipping containers is essential to preventing quality degradation during cargo transportation. Sensorless monitoring -- machine…
math.OC2025
Convergence, Duality and Well-Posedness in Convex Bilevel Optimization
Khanh-Hung Giang-Tran, Nam Ho-Nguyen, Fatma Kılınç-Karzan +1
We consider the convex bilevel optimization problem, also known as simple bilevel programming. There are two challenges in solving convex bilevel optimization problems. Firstly, st…
math.OC2025
Efficient Online Large-Margin Classification via Dual Certificates
Nam Ho-Nguyen, Fatma Kılınç-Karzan, Ellie Nguyen +1
Online classification is a central problem in optimization, statistical learning and data science. Classical algorithms such as the perceptron offer efficient updates and finite mi…