45 citations · 48 across the 5 of their papers we have counts for
3 papers · 1 filter
On the Impact of Class Imbalance on the Learning Dynamics of Deep Neural Networks:An Intuitive Insight
Ismail B. Mustapha, Shafaatunnur Hasan, Sunday O. Olatunji +1
Class imbalance in deep neural networks (DNNs) has witnessed a rapid increase in research attention in recent years. However, the varying accounts of the reasons behind the poor pe…
Intelligent Gradient Boosting Algorithms for Estimating Strength of Modified Subgrade Soil
Ismail B. Mustapha, Muyideen Abdulkareem, Shafaatunnur Hasan +3
The performance of pavement under loading depends on the strength of the subgrade. However, experimental estimation of properties of pavement strengths such as California bearing r…
Investigating Group Distributionally Robust Optimization for Deep Imbalanced Learning: A Case Study of Binary Tabular Data Classification
Ismail. B. Mustapha, Shafaatunnur Hasan, Hatem S Y Nabbus +3
One of the most studied machine learning challenges that recent studies have shown the susceptibility of deep neural networks to is the class imbalance problem. While concerted res…