Margaret H. Collins

Publication Activity (10 Years)

Years Active: 2021-2023
Publications (10 Years): 6

Top Topics

Machine Learning

Global Features

Binary Classification

Top Venues

Publications

Eliel Aknin, Ariel Larey, Julie M. Caldwell, Margaret H. Collins, Marc E. Rothenberg, Yonatan Savir
Harnessing Digital Pathology And Causal Learning To Improve Eosinophilic Esophagitis Dietary Treatment Assignment. CIBCB (2023)
Eliel Aknin, Ariel Larey, Julie M. Caldwell, Margaret H. Collins, Juan P. Abonia, Seema S. Aceves, Nicoleta C. Arva, Mirna Chehade, Evan S. Dellon, Nirmala Gonsalves, Sandeep K. Gupta, John Leung, Kathryn A. Peterson, Tetsuo Shoda, Jonathan M. Spergel, Marc E. Rothenberg, Yonatan Savir
Harnessing Digital Pathology And Causal Learning To Improve Eosinophilic Esophagitis Dietary Treatment Assignment. CoRR (2023)
Ariel Larey, Eliel Aknin, Nati Daniel, Garrett A. Osswald, Julie M. Caldwell, Mark Rochman, Tanya Wasserman, Margaret H. Collins, Nicoleta C. Arva, Guang-Yu Yang, Marc E. Rothenberg, Yonatan Savir
Harnessing Artificial Intelligence to Infer Novel Spatial Biomarkers for the Diagnosis of Eosinophilic Esophagitis. CoRR (2022)
Nati Daniel, Ariel Larey, Eliel Aknin, Garrett A. Osswald, Julie M. Caldwell, Mark Rochman, Margaret H. Collins, Guang-Yu Yang, Nicoleta C. Arva, Kelley E. Capocelli, Marc E. Rothenberg, Yonatan Savir
A Deep Multi-Label Segmentation Network For Eosinophilic Esophagitis Whole Slide Biopsy Diagnostics. EMBC (2022)
Nati Daniel, Ariel Larey, Eliel Aknin, Garrett A. Osswald, Julie M. Caldwell, Mark Rochman, Margaret H. Collins, Guang-Yu Yang, Nicoleta C. Arva, Kelley E. Capocelli, Marc E. Rothenberg, Yonatan Savir
PECNet: A Deep Multi-Label Segmentation Network for Eosinophilic Esophagitis Biopsy Diagnostics. CoRR (2021)
Tomer Czyzewski, Nati Daniel, Mark Rochman, Julie M. Caldwell, Garrett A. Osswald, Margaret H. Collins, Marc E. Rothenberg, Yonatan Savir
Machine learning approach for biopsy-based identification of eosinophilic esophagitis reveals importance of global features. CoRR (2021)