We have accepted 17 papers to be included in the 2019 ML4H Proceedings to be published in PMLR. These are listed below, with links to proof versions. These will be updated with the final links in PMLR shortly. Papers will be presented as spotlight talks or poster presentations Friday Dec 13 in Vancouver.

Generative Image Translation for Data Augmentation in Colorectal Histopathology Images

Jerry Wei, Arief Suriawinata, Louis Vaickus, Bing Ren, Xiaoying Liu, Jason Wei, Saeed Hassanpour

Non-Invasive Silent Speech Recognition in Multiple Sclerosis with Dysphonia

Arnav Kapur, Utkarsh Sarawgi, Eric Wadkins, Matthew Wu, Nora Hollenstein, Pattie Maes

Privacy Preserving Human Fall Detection using Video Data

Umar Asif,Benjamin Mashford,Stefan von Cavallar,Shivanthan Yohanandan,Subhrajit Roy,Jianbin Tang,Stefan Harrer

Localization with Limited Annotation for Chest X-rays

Eyal Rozenberg, Daniel Freedman, Alex Bronstein

Minimax Classifier with Box Constraint on the Priors

Cyprien Gilet, Susana Barbosa, Lionel Fillatre

Generative Smoke Removal

Oleksii Sidorov, Congcong Wang, Faouzi Alaya Cheikh

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

Yogesh Kumar, Henri Salo, Tuomo Nieminen, Kristian Vepsäläinen, Sangita Kulathinal, Pekka Marttinen

Baselines for Chest X-Ray Report Generation

William Boag, Tzu-Ming Harry Hsu, Matthew McDermott, Gabriela Berner, Emily Alsentzer, Peter Szolovits

DermGAN: Synthetic Generation of Clinical Skin Images with Pathology

Amirata Ghorbani, Vivek Natarajan, David Coz, Yuan Liu

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

Paul F. Jaeger, Simon A.A. Kohl, Sebastian Bickelhaupt, Fabian Isensee, Tristan A. Kuder, Heinz-Peter Schlemmer, Klaus H. Maier-Hein

Cross-Language Aphasia Detection using Optimal Transport Domain Adaptation

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

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

Deepta Rajan, David Beymer, Shafiqul Abedin, Ehsan Dehghan

Medical Concept Normalization by Encoding Target Knowledge

Nikhil Pattisapu, Sangameshwar Patil, Girish Palshikar, Vasudeva Varma