Suvrajeet Sen

The Stochastic Conjugate Subgradient Algorithm For Kernel Support Vector Machines

2024 · arXiv (Cornell University)

Stochastic First-Order (SFO) methods have been a cornerstone in addressing a broad spectrum of modern machine learning (ML) challenges. However, their efficacy is increasingly questioned, especially in large-scale applications where empirical evidence indicates potential performance …