128 citations · 178 across the 9 of their papers we have counts for
3 papers · 1 filter
Normative Modeling using Multimodal Variational Autoencoders to Identify Abnormal Brain Structural Patterns in Alzheimer Disease
Sayantan Kumar, Philip Payne, Aristeidis Sotiras
Normative modelling is an emerging method for understanding the underlying heterogeneity within brain disorders like Alzheimer Disease (AD) by quantifying how each patient deviates…
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction
Sayantan Kumar, Sean C. Yu, Thomas Kannampallil +3
Complex deep learning models show high prediction tasks in various clinical prediction tasks but their inherent complexity makes it more challenging to explain model predictions fo…
Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review
Sayantan Kumar, Inez Oh, Suzanne Schindler +3
Objective Alzheimer disease (AD) is the most common cause of dementia, a syndrome characterized by cognitive impairment severe enough to interfere with activities of daily life. We…