Improving Normative Modeling for Multi-Modal Neuroimaging Data Using Mixture-of-Product-of-Experts Variational Autoencoders
Kumar, Sayantan, Payne, Philip, Sotiras, Aristeidis
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
Published in 2024 IEEE International Symposium on Biomedical Imaging (ISBI) (27.05.2024)
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Conference Proceeding
Normative Modeling using Multimodal Variational Autoencoders to Identify Abnormal Brain Volume Deviations in Alzheimer's Disease
Kumar, Sayantan, Payne, Philip R O, Sotiras, Aristeidis
Published in Proceedings of SPIE, the international society for optical engineering (01.02.2023)
Published in Proceedings of SPIE, the international society for optical engineering (01.02.2023)
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Journal Article
HiMAL: A Multimodal Hierarchical Multi-task Auxiliary Learning framework for predicting and explaining Alzheimer disease progression
Kumar, Sayantan, Yu, Sean, Michelson, Andrew, Kannampallil, Thomas, Payne, Philip
Published in arXiv.org (06.05.2024)
Published in arXiv.org (06.05.2024)
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Paper
Journal Article
Evaluation of ComBat harmonization for reducing across-tracer differences in regional amyloid PET analyses
Yang, Braden, Earnest, Tom, Kumar, Sayantan, Kothapalli, Deydeep, Benzinger, Tammie, Gordon, Brian, Sotiras, Aristeidis
Published in medRxiv : the preprint server for health sciences (07.10.2024)
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Published in medRxiv : the preprint server for health sciences (07.10.2024)
Journal Article
AgileFormer: Spatially Agile Transformer UNet for Medical Image Segmentation
Qiu, Peijie, Yang, Jin, Kumar, Sayantan, Ghosh, Soumyendu Sekhar, Sotiras, Aristeidis
Year of Publication 29.03.2024
Year of Publication 29.03.2024
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Journal Article
Identifying Dementia Subtypes with Electronic Health Records
Kumar, Sayantan, Abrams, Zachary, Schindler, Suzanne, Ghoshal, Nupur, Payne, Philip
Year of Publication 31.01.2022
Year of Publication 31.01.2022
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Journal Article
Analyzing heterogeneity in Alzheimer Disease using multimodal normative modeling on imaging-based ATN biomarkers
Kumar, Sayantan, Earnest, Tom, Yang, Braden, Kothapalli, Deydeep, Aschenbrenner, Andrew J, Hassenstab, Jason, Xiong, Chengie, Ances, Beau, Morris, John, Benzinger, Tammie L S, Gordon, Brian A, Payne, Philip, Sotiras, Aristeidis
Published in ArXiv.org (01.07.2024)
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Published in ArXiv.org (01.07.2024)
Journal Article
Analyzing heterogeneity in Alzheimer Disease using multimodal normative modeling on imaging-based ATN biomarkers
Kumar, Sayantan, Earnest, Tom, Yang, Braden, Kothapalli, Deydeep, Aschenbrenner, Andrew J, Hassenstab, Jason, Xiong, Chengie, Ances, Beau, Morris, John, Benzinger, Tammie L S, Gordon, Brian A, Payne, Philip, Sotiras, Aristeidis
Published in bioRxiv (30.06.2024)
Published in bioRxiv (30.06.2024)
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Journal Article
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction
Kumar, Sayantan, Yu, Sean C, Kannampallil, Thomas, Abrams, Zachary, Michelson, Andrew, Payne, Philip R. O
Year of Publication 09.10.2021
Year of Publication 09.10.2021
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Journal Article
Machine learning for modeling the progression of Alzheimer disease dementia using clinical data: a systematic literature review
Kumar, Sayantan, Oh, Inez, Schindler, Suzanne, Lai, Albert M, Payne, Philip R O, Gupta, Aditi
Published in arXiv.org (05.08.2021)
Published in arXiv.org (05.08.2021)
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Paper
Journal Article
Analyzing heterogeneity in Alzheimer Disease using multimodal normative modeling on imaging-based ATN biomarkers
Kumar, Sayantan, Earnest, Tom, Yang, Braden, Kothapalli, Deydeep, Aschenbrenner, Andrew J, Hassenstab, Jason, Xiong, Chengie, Ances, Beau, Morris, John, Benzinger, Tammie L. S, Gordon, Brian A, Payne, Philip, Sotiras, Aristeidis
Year of Publication 04.04.2024
Year of Publication 04.04.2024
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Journal Article
Identifying Dementia Subtypes with Electronic Health Records
Kumar, Sayantan, Abrams, Zachary, Schindler, Suzanne, Ghoshal, Nupur, Payne, Philip
Published in arXiv.org (24.05.2022)
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Published in arXiv.org (24.05.2022)
Paper