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Matthew B. A. McDermott

CSAIL, MIT

A collection of the accepted abstracts for the Machine Learning for Health (ML4H) symposium 2021



Fabian Falck , Yuyin Zhou , Emma Rocheteau , Liyue Shen , Luis Oala , Girmaw Abebe , Subhrajit Roy , Stephen Pfohl , Emily Alsentzer , Matthew B. A. McDermott


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Rethinking Relational Encoding in Language Model: Pre-Training for General Sequences



Matthew B. A. McDermott , Brendan Yap , Peter Szolovits , Marinka Zitnik


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Adversarial Contrastive Pre-training for Protein Sequences



Matthew B. A. McDermott , Brendan Yap , Harry Hsu , Di Jin , Peter Szolovits


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ML4H Abstract Track 2020



Emily Alsentzer , Matthew B. A. McDermott , Fabian Falck , Suproteem K. Sarkar , Subhrajit Roy , Stephanie L. Hyland


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A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data



Matthew B. A. McDermott , Bret Nestor , Evan Kim , Wancong Zhang , Anna Goldenberg , Peter Szolovits , Marzyeh Ghassemi


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CheXpert++: Approximating the CheXpert labeler for Speed,Differentiability, and Probabilistic Output



Matthew B. A. McDermott , Tzu Ming Harry Hsu , Wei-Hung Weng , Marzyeh Ghassemi , Peter Szolovits

* To appear at MLHC 2020 

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ML4H Abstract Track 2019



Matthew B. A. McDermott , Emily Alsentzer , Sam Finlayson , Michael Oberst , Fabian Falck , Tristan Naumann , Brett K. Beaulieu-Jones , Adrian V. Dalca


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Cross-Language Aphasia Detection using Optimal Transport Domain Adaptation



Aparna Balagopalan , Jekaterina Novikova , Matthew B. A. McDermott , Bret Nestor , Tristan Naumann , Marzyeh Ghassemi

* Accepted to ML4H at NeurIPS 2019 

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Approaching Small Molecule Prioritization as a Cross-Modal Information Retrieval Task through Coordinated Representation Learning



Samuel G. Finlayson , Matthew B. A. McDermott , Alex V. Pickering , Scott L. Lipnick , William Yuan , Isaac S. Kohane


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Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning Tasks



Bret Nestor , Matthew B. A. McDermott , Willie Boag , Gabriela Berner , Tristan Naumann , Michael C. Hughes , Anna Goldenberg , Marzyeh Ghassemi


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