Volume 116: Machine Learning for Health Workshop, 13 December 2019,

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Editors: Adrian V. Dalca, Matthew B.A. McDermott, Emily Alsentzer, Samuel G. Finlayson, Michael Oberst, Fabian Falck, Brett Beaulieu-Jones

[bib][citeproc]

Machine Learning for Health ( ML4H ) 2019 : What Makes Machine Learning in Medicine Different?

Adrian V Dalca, Matthew B.A. McDermott, Emily Alsentzer, Samuel G. Finlayson, Michael Oberst, Fabian Falck, Corey Chivers, Andrew Beam, Tristan Naumann, Brett Beaulieu-jones ; PMLR 116:1-9

Generative Image Translation for Data Augmentation in Colorectal Histopathology Images

Jerry Wei, Arief Suriawinata, Louis Vaickus, Bing Ren, Xiaoying Liu, Jason Wei, Saeed Hassanpour ; PMLR 116:10-24

Non-Invasive Silent Speech Recognition in Multiple Sclerosis with Dysphonia

Arnav Kapur, Utkarsh Sarawgi, Eric Wadkins, Matthew Wu, Nora Hollenstein, Pattie Maes ; PMLR 116:25-38

Privacy Preserving Human Fall Detection using Video Data

Umar Asif, Benjamin Mashford, Stefan Von Cavallar, Shivanthan Yohanandan, Subhrajit Roy, Jianbin Tang, Stefan Harrer ; PMLR 116:39-51

Localization with Limited Annotation for Chest X-rays

Eyal Rozenberg, Daniel Freedman, Alex Bronstein ; PMLR 116:52-65

Minimax Classifier with Box Constraint on the Priors

Cyprien Gilet, Susana Barbosa, Lionel Fillatre ; PMLR 116:66-80

Generative Smoke Removal

Oleksii Sidorov, Congcong Wang, Faouzi Alaya Cheikh ; PMLR 116:81-92

Predicting utilization of healthcare services from individual disease trajectories using RNNs with multi-headed attention

Yogesh Kumar, Henri Salo, Tuomo Nieminen, Kristian Vepsalainen, Sangita Kulathinal, Pekka Marttinen ; PMLR 116:93-111

Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data

Tom Van Steenkiste, Dirk Deschrijver, Tom Dhaene ; PMLR 116:112-125

Baselines for Chest X-Ray Report Generation

William Boag, Tzu-Ming Harry Hsu, Matthew Mcdermott, Gabriela Berner, Emily Alesentzer, Peter Szolovits ; PMLR 116:126-140

Pain Evaluation in Video using Extended Multitask Learning from Multidimensional Measurements

Xiaojing Xu, Jeannie S Huang, Virginia R De Sa ; PMLR 116:141-154

DermGAN: Synthetic Generation of Clinical Skin Images with Pathology

Amirata Ghorbani, Vivek Natarajan, David Coz, Yuan Liu ; PMLR 116:155-170

Retina U-Net: Embarrassingly Simple Exploitation of Segmentation Supervision for Medical Object Detection

Paul F. Jaeger, Simon A. A. Kohl, Sebastian Bickelhaupt, Fabian Isensee, Tristan Anselm Kuder, Heinz-Peter Schlemmer, Klaus H. Maier-Hein ; PMLR 116:171-183

On the design of convolutional neural networks for automatic detection of Alzheimer’s disease

Sheng Liu, Chhavi Yadav, Carlos Fernandez-Granda, Narges Razavian ; PMLR 116:184-201

Cross-Language Aphasia Detection using Optimal Transport Domain Adaptation

Aparna Balagopalan, Jekaterina Novikova, Matthew B A Mcdermott, Bret Nestor, Tristan Naumann, Marzyeh Ghassemi ; PMLR 116:202-219

Pi-PE: A Pipeline for Pulmonary Embolism Detection using Sparsely Annotated 3D CT Images

Deepta Rajan, David Beymer, Shafiqul Abedin, Ehsan Dehghan ; PMLR 116:220-232

Training without training data: Improving the generalizability of automated medical abbreviation disambiguation

Marta Skreta, Aryan Arbabi, Jixuan Wang, Michael Brudno ; PMLR 116:233-245

Medical Concept Normalization by Encoding Target Knowledge

Nikhil Pattisapu, Sangameshwar Patil, Girish Palshikar, Vasudeva Varma ; PMLR 116:246-259

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