3 citations · 3 across the 6 of their papers we have counts for
4 papers · 1 filter
Functional Random Forest with Adaptive Cost-Sensitive Splitting for Imbalanced Functional Data Classification
Fahad Mostafa, Hafiz Khan
Classification of functional data where observations are curves or trajectories poses unique challenges, particularly under severe class imbalance. Traditional Random Forest algori…
Parametric Sensitivity Analysis: Local and Global Approaches in Stochastic Biochemical Models
Kannon Hossain, Roger Sidje, Fahad Mostafa
The recent advancements in mathematical modeling of biochemical systems have generated increased interest in sensitivity analysis methodologies. There are two primary approaches fo…
Deep Learning Approaches with Explainable AI for Differentiating Alzheimer Disease and Mild Cognitive Impairment
Fahad Mostafa, Kannon Hossain, Hafiz Khan
Early and accurate diagnosis of Alzheimer Disease is critical for effective clinical intervention, particularly in distinguishing it from Mild Cognitive Impairment, a prodromal sta…
A Statistical Framework for Model Selection in LSTM Networks
Fahad Mostafa
Long Short-Term Memory (LSTM) neural network models have become the cornerstone for sequential data modeling in numerous applications, ranging from natural language processing to t…