Alex Fedorov

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 20

Top Topics

Mutual Information

Invariant Representation

Caenorhabditis Elegans

Top Venues

Publications

Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P. DeRamus, Margaux Luck, Maria B. Misiura, Girish Mittapalle, R. Devon Hjelm, Sergey M. Plis, Vince D. Calhoun
Self-supervised multimodal learning for group inferences from MRI data: Discovering disorder-relevant brain regions and multimodal links. NeuroImage 285 (2024)
Runze Yan, Neal K. Bhatia, Faisal M. Merchant, Alex Fedorov, Ran Xiao, Cheng Ding, Xiao Hu
Enabling Pre-Shock State Detection using Electrogram Signals from Implantable Cardioverter-Defibrillators. WWW (Companion Volume) (2024)
Alex Fedorov, Eloy Geenjaar, Lei Wu, Tristan Sylvain, Thomas P. DeRamus, Margaux Luck, Maria B. Misiura, R. Devon Hjelm, Sergey M. Plis, Vince D. Calhoun
Self-supervised multimodal neuroimaging yields predictive representations for a spectrum of Alzheimer's phenotypes. CoRR (2022)
Xinhui Li, Alex Fedorov, Mrinal Mathur, Anees Abrol, Gregory Kiar, Sergey M. Plis, Vince D. Calhoun
Pipeline-Invariant Representation Learning for Neuroimaging. CoRR (2022)
Alex Fedorov, Tristan Sylvain, Eloy Geenjaar, Margaux Luck, Lei Wu, Thomas P. DeRamus, Alex Kirilin, Dmitry Bleklov, Vince D. Calhoun, Sergey M. Plis
Self-Supervised Multimodal Domino: in Search of Biomarkers for Alzheimer's Disease. ICHI (2021)
Alex Fedorov, Lei Wu, Tristan Sylvain, Margaux Luck, Thomas P. DeRamus, Dmitry Bleklov, Sergey M. Plis, Vince D. Calhoun
On Self-Supervised Multimodal Representation Learning: An Application To Alzheimer's Disease. ISBI (2021)
Alex Fedorov, Eloy Geenjaar, Lei Wu, Thomas P. DeRamus, Vince D. Calhoun, Sergey M. Plis
Tasting the cake: evaluating self-supervised generalization on out-of-distribution multimodal MRI data. CoRR (2021)
Usman Mahmood, Md Mahfuzur Rahman, Alex Fedorov, Noah Lewis, Zening Fu, Vince D. Calhoun, Sergey M. Plis
Whole MILC: generalizing learned dynamics across tasks, datasets, and populations. CoRR (2020)
Alex Fedorov, Tristan Sylvain, Margaux Luck, Lei Wu, Thomas P. DeRamus, Alex Kirilin, Dmitry Bleklov, Vince D. Calhoun, Sergey M. Plis
Taxonomy of multimodal self-supervised representation learning. CoRR (2020)
Usman Mahmood, Md Mahfuzur Rahman, Alex Fedorov, Noah Lewis, Zening Fu, Vince D. Calhoun, Sergey M. Plis
Whole MILC: Generalizing Learned Dynamics Across Tasks, Datasets, and Populations. MICCAI (7) (2020)
Alex Fedorov, Lei Wu, Tristan Sylvain, Margaux Luck, Thomas P. DeRamus, Dmitry Bleklov, Sergey M. Plis, Vince D. Calhoun
On self-supervised multi-modal representation learning: An application to Alzheimer's disease. CoRR (2020)
R. Devon Hjelm, Alex Fedorov, Samuel Lavoie-Marchildon, Karan Grewal, Philip Bachman, Adam Trischler, Yoshua Bengio
Learning deep representations by mutual information estimation and maximization. ICLR (2019)
Usman Mahmood, Md Mahfuzur Rahman, Alex Fedorov, Zening Fu, Vince D. Calhoun, Sergey M. Plis
Learnt dynamics generalizes across tasks, datasets, and populations. CoRR (2019)
Alex Fedorov, R. Devon Hjelm, Anees Abrol, Zening Fu, Yuhui Du, Sergey M. Plis, Vince D. Calhoun
Prediction of Progression to Alzheimer's disease with Deep InfoMax. BHI (2019)
Alex Fedorov, R. Devon Hjelm, Anees Abrol, Zening Fu, Yuhui Du, Sergey M. Plis, Vince D. Calhoun
Prediction of Progression to Alzheimer's disease with Deep InfoMax. CoRR (2019)
Usman Mahmood, Md Mahfuzur Rahman, Alex Fedorov, Zening Fu, Sergey M. Plis
Transfer Learning of fMRI Dynamics. CoRR (2019)
R. Devon Hjelm, Alex Fedorov, Samuel Lavoie-Marchildon, Karan Grewal, Adam Trischler, Yoshua Bengio
Learning deep representations by mutual information estimation and maximization. CoRR (2018)
Alex Fedorov, Eswar Damaraju, Vince D. Calhoun, Sergey M. Plis
Almost instant brain atlas segmentation for large-scale studies. CoRR (2017)
Alex Fedorov, Jeremy Johnson, Eswar Damaraju, Alexei Ozerin, Vince D. Calhoun, Sergey M. Plis
End-to-end learning of brain tissue segmentation from imperfect labeling. IJCNN (2017)
Alex Fedorov, Jeremy Johnson, Eswar Damaraju, Alexei Ozerin, Vince D. Calhoun, Sergey M. Plis
End-to-end learning of brain tissue segmentation from imperfect labeling. CoRR (2016)