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cs.LG2022★ 1 cited
Introducing One Sided Margin Loss for Solving Classification Problems in Deep Networks
Ali Karimi, Zahra Mousavi Kouzehkanan, Reshad Hosseini +1
This paper introduces a new loss function, OSM (One-Sided Margin), to solve maximum-margin classification problems effectively. Unlike the hinge loss, in OSM the margin is explicit…
cs.LG2022
Learning Enhancement of CNNs via Separation Index Maximizing at the First Convolutional Layer
Ali Karimi, Ahmad Kalhor
In this paper, a straightforward enhancement learning algorithm based on Separation Index (SI) concept is proposed for Convolutional Neural Networks (CNNs). At first, the SI as a s…