| 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 | 88 | 2021 |
| 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 | 24* | 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 | 12* | 2022 |
| 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 | 11 | 2024 |
| Improving Normative Modeling for Multi-modal Neuroimaging Data using mixture-of-product-of-experts variational autoencoders S Kumar, P Payne, A Sotiras IEEE International Symposium in Biomedical Imaging (IEEE ISBI 2024), 2024 | 7 | 2024 |
| 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 | 5 | 2022 |
| Examining heterogeneity in dementia using data-driven unsupervised clustering of cognitive profiles S Kumar, IY Oh, SE Schindler, N Ghoshal, Z Abrams, PRO Payne PloS one 19 (11), e0313425, 2024 | 3* | 2024 |
| HiMAL: Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting Alzheimer’s disease progression S Kumar, SC Yu, A Michelson, T Kannampallil, PRO Payne JAMIA open 7 (3), ooae087, 2024 | 3 | 2024 |
| Analysing heterogeneity in Alzheimer’s Disease using multimodal normative modelling on ATN biomarkers S Kumar, T Earnest, B Yang, D Kothapalli, TLS Benzinger, BA Gordon, ... bioRxiv, 2024 | 3 | 2024 |
| 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 | 3 | 2023 |
| 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 | 3 | 2022 |
| Evaluation of ComBat Harmonization for Reducing Across‐Tracer Differences in Regional Amyloid PET Analyses B Yang, T Earnest, S Kumar, D Kothapalli, T Benzinger, B Gordon, ... Human Brain Mapping 45 (16), e70068, 2024 | 2 | 2024 |
| Harmonization of amyloid PET radiotracers using ComBat and its influence on detecting treatment effects in a simulated clinical trial B Yang, T Earnest, S Kumar, BA Gordon, A Sotiras Alzheimer's & Dementia 20, e093043, 2024 | 1 | 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 | 1 | 2023 |
| Multimodal Variational Autoencoder: a Barycentric View P Qiu, W Zhu, S Kumar, X Chen, X Sun, J Yang, A Razi, Y Wang, A Sotiras arXiv preprint arXiv:2412.20487, 2024 | | 2024 |
| Alzheimer's Imaging Consortium B Yang, T Earnest, S Kumar, BA Gordon, A Sotiras Alzheimer's & dementia: the journal of the Alzheimer's Association 20, e094115, 2024 | | 2024 |
| Multimodal Representation Learning Frameworks for Modeling Progression and Heterogeneity in Alzheimer’s Disease S Kumar Washington University in St. Louis, 2024 | | 2024 |
| Multimodal normative modeling in Alzheimer Disease with introspective variational autoencoders S Kumar, P Qiu, B Yang, A Bani, P Payne, A Sotiras bioRxiv, 2024.12. 12.628273, 2024 | | 2024 |
| 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 |
Philip R.O. Payne, PhD, FACMI, FAMIABecker Professor & Director @WashUi2, Associate Dean & Chief Data Scientist @WUSTLMedVerified email at wustl.edu
