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Data Augmentation for Electrocardiograms


Apr 09, 2022
Aniruddh Raghu, Divya Shanmugam, Eugene Pomerantsev, John Guttag, Collin M. Stultz

* Conference on Health, Inference, and Learning (CHIL) 2022 

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Quantifying Inequality in Underreported Medical Conditions


Oct 08, 2021
Divya Shanmugam, Emma Pierson


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Learning to Limit Data Collection via Scaling Laws: Data Minimization Compliance in Practice


Jul 16, 2021
Divya Shanmugam, Samira Shabanian, Fernando Diaz, Michèle Finck, Asia Biega


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When and Why Test-Time Augmentation Works


Nov 23, 2020
Divya Shanmugam, Davis Blalock, Guha Balakrishnan, John Guttag


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Unsupervised Domain Adaptation in the Absence of Source Data


Jul 20, 2020
Roshni Sahoo, Divya Shanmugam, John Guttag


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Image segmentation of liver stage malaria infection with spatial uncertainty sampling


Nov 30, 2019
Ava P. Soleimany, Harini Suresh, Jose Javier Gonzalez Ortiz, Divya Shanmugam, Nil Gural, John Guttag, Sangeeta N. Bhatia


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Multiple Instance Learning for ECG Risk Stratification


Dec 02, 2018
Divya Shanmugam, Davis Blalock, Jen G. Gong, John Guttag

* Machine Learning for Health (ML4H) Workshop at NeurIPS 2018 arXiv:cs/0101200 

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