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Sayantan Kumar
Sayantan Kumar
PhD, Department of Computer Science and Engineering, Washington University in St. Louis
Verified email at wustl.edu - Homepage
Title
Cited by
Cited by
Year
Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review
S Kumar, I Oh, S Schindler, AM Lai, PRO Payne, A Gupta
JAMIA open 4 (3), ooab052, 2021
622021
Normative modeling using multimodal variational autoencoders to identify abnormal brain volume deviations in Alzheimer's disease
S Kumar, PRO Payne, A Sotiras
Medical Imaging 2023: Computer-Aided Diagnosis 12465, 1246503, 2023
15*2023
Self-explaining neural network with concept-based explanations for ICU mortality prediction
S Kumar, SC Yu, T Kannampallil, Z Abrams, A Michelson, PRO Payne
Proceedings of the 13th ACM International Conference on Bioinformatics …, 2022
9*2022
Loss of estrogen unleashing neuro-inflammation increases the risk of Alzheimer’s disease in women
F Li, I Oh, S Kumar, A Eteleeb, A Gupta, W Buchser, C Xiong, SF Cole, ...
bioRxiv, 2022.09. 19.508592, 2022
22022
Improving Normative Modeling for Multi-modal Neuroimaging Data using mixture-of-product-of-experts variational autoencoders
S Kumar, P Payne, A Sotiras
arXiv preprint arXiv:2312.00992, 2023
12023
Machine learning for health (ml4h) 2022
A Parziale, M Agrawal, S Tang, K Severson, L Oala, A Subbaswamy, ...
Machine Learning for Health, 1-11, 2022
12022
Identifying Dementia Subtypes with Electronic Health Records
S Kumar, Z Abrams, S Schindler, N Ghoshal, P Payne
arXiv preprint arXiv:2202.00009, 2022
12022
HiMAL: A Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting and explaining Alzheimer disease progression
S Kumar, S Yu, A Michelson, T Kannampallil, P Payne
arXiv preprint arXiv:2404.03208, 2024
2024
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation
P Qiu, J Yang, S Kumar, SS Ghosh, A Sotiras
arXiv preprint arXiv:2404.00122, 2024
2024
Explaining Longitudinal Clinical Outcomes using Domain-Knowledge driven Intermediate Concepts
S Kumar, T Kannampallil, A Sotiras, P Payne
XAI in Action: Past, Present, and Future Applications, 2023
2023
mmNormVAE: Normative Modeling on Multimodal Neuroimaging Data using Variational Autoencoders
S Kumar, P Payne, A Sotiras
Deep Generative Models for Health Workshop NeurIPS 2023, 2023
2023
Analyse patient-level heterogeneity in Alzheimer’s Disease using multimodal normative modelling
S Kumar, T Earnest, PRO Payne, A Sotiras, ...
bioRxiv, 2023
2023
On the Choice of Appropriate Combination of Classi er and Decomposition Scheme for Multiclass Imbalanced Data Classi cation: A Comparative Analysis
S Kumar
Indian Statistical Institute, Kolkata, 2019
2019
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Articles 1–13