Workshop
Machine Learning for Health (ML4H): What makes machine learning in medicine different?
Andrew Beam · Tristan Naumann · Brett Beaulieu-Jones · Irene Y Chen · Madalina Fiterau · Samuel Finlayson · Emily Alsentzer · Adrian Dalca · Matthew McDermott
The goal of the NeurIPS 2019 Machine Learning for Health Workshop (ML4H) is to foster collaborations that meaningfully impact medicine by bringing together clinicians, health data experts, and machine learning researchers. Attendees at this workshop can also expect to broaden their network of collaborators to include clinicians and machine learning researchers who are focused on solving some of the most import problems in medicine and healthcare. The organizers of this proposal have successfully run NeurIPS workshops in the past and are well-equipped to run this year’s workshop should this proposal be accepted.
This year’s theme of “What makes machine learning in medicine different?” aims to elucidate the obstacles that make the development of machine learning models for healthcare uniquely challenging. To speak to this theme, we have received commitments to speak from some of the leading researchers and physicians in this area. Below is a list of confirmed speakers who have agreed to participate.
Luke Oakden-Raynor, MBBS (Adelaide)
Russ Altman, MD/PhD (Stanford)
Lilly Peng, MD/PhD (Google)
Daphne Koller, PhD (in sitro)
Jeff Dean, PhD (Google)
Attendees at the workshop will gain an appreciation for problems that are unique to the application of machine learning for healthcare and a better understanding of how machine learning techniques may be leveraged to solve important clinical problems. This year’s workshop builds on the last two NeurIPS ML4H workshops, which were both attended by more than 500 people each year, and helped form the foundations of an emerging research community.
Please see the attached document for the full program.
Schedule
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Fri 8:45 a.m. - 9:15 a.m.
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Daphne Koller Talk
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Keynote
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Fri 9:15 a.m. - 9:45 a.m.
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Spotlight Paper Talks
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Research Paper Presentations
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Arnav Kapur · Maithra Raghu · Xinyu Li 🔗 |
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Fri 9:45 a.m. - 10:30 a.m.
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Coffee Break
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NeurIPS coffee break
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Fri 10:30 a.m. - 11:00 a.m.
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Alan Karthikesalingam & Nenad Tomasev Talk
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Presentation
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Nenad Tomasev 🔗 |
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Fri 11:00 a.m. - 11:30 a.m.
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Paper spotlight talks
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Spotlight talks
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Umar Asif · Paul Jaeger 🔗 |
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Fri 11:20 a.m. - 11:30 a.m.
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Message from sponsor
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Presentation
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Max Baranov · Yuge Ji 🔗 |
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Fri 11:30 a.m. - 12:30 p.m.
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Poster Session I
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Poster session
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97 presentersShuangjia Zheng · Arnav Kapur · Umar Asif · Eyal Rozenberg · Cyprien Gilet · Oleksii Sidorov · Yogesh Kumar · Tom Van Steenkiste · William Boag · David Ouyang · Paul Jaeger · Sheng Liu · Aparna Balagopalan · Deepta Rajan · Marta Skreta · Nikhil Pattisapu · Jann Goschenhofer · Viraj Prabhu · Di Jin · Laura-Jayne Gardiner · Irene Li · sriram kumar · Qiyuan Hu · Mehul Motani · Justin Lovelace · Usman Roshan · Lucy Lu Wang · Ilya Valmianski · Hyeonwoo Lee · Sunil Mallya · Elias Chaibub Neto · Jonas Kemp · Marie Charpignon · Amber Nigam · Wei-Hung Weng · Sabri Boughorbel · Alexis Bellot · Lovedeep Gondara · Haoran Zhang · Taha Bahadori · John Zech · Rulin Shao · Edward Choi · Laleh Seyyed-Kalantari · Emily Aiken · Ioana Bica · Yiqiu Shen · Kieran Chin-Cheong · Subhrajit Roy · Ioana Baldini · So Yeon Min · Dirk Deschrijver · Pekka Marttinen · Damian Pascual Ortiz · Supriya Nagesh · Niklas Rindtorff · Andriy Mulyar · Katharina Hoebel · Martha Shaka · Pierre Machart · Leon Gatys · Nathan Ng · Matthias Hüser · Devin Taylor · Dennis Barbour · Natalia Martinez · Clara McCreery · Benjamin Eyre · Vivek Natarajan · Ren Yi · Ruibin Ma · Chirag Nagpal · Nan Du · Chufan Gao · Anup Tuladhar · Sam Shleifer · Jason Ren · Pouria Mashouri · Ming Yang Lu · Farideh Bagherzadeh-Khiabani · Olivia Choudhury · Maithra Raghu · Scott Fleming · Mika Jain · GUO YANG · Alena Harley · Stephen Pfohl · Elisabeth Rumetshofer · Alex Fedorov · Saloni Dash · Jacob Pfau · Sabina Tomkins · Colin Targonski · Michael Brudno · Xinyu Li · Yiyang Yu · Nisarg Patel |
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Fri 1:30 p.m. - 2:00 p.m.
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Emily Fox
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Presentation
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Emily Fox 🔗 |
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Fri 2:00 p.m. - 2:30 p.m.
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Luke Oakden-Rayner Talk
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Presentation
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Luke Oakden-Rayner 🔗 |
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Fri 2:30 p.m. - 3:00 p.m.
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Spotlight Paper Talks
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Spotlight Talks
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Eyal Rozenberg · Jerry Wei · Xiaojing Xu 🔗 |
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Fri 3:00 p.m. - 3:30 p.m.
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Anna Goldenberg Talk
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Presentation
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Anna Goldenberg 🔗 |
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Fri 3:30 p.m. - 4:15 p.m.
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Coffee Break
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NeurIPS coffee break
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Fri 4:15 p.m. - 4:45 p.m.
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Lily Peng & Dale Webster talk
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Presentation
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Lily Peng 🔗 |
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Fri 4:45 p.m. - 5:45 p.m.
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Panel Discussion (Luke Oakden-Rayner, Emily Fox, Alan Karthikesalingam, Daphne Koller, Anna Goldenberg)
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Panel
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