Machine learning has had many notable successes within healthcare and medicine. However, nearly all such successes to date have been driven by supervised learning techniques. As a result, many other important areas of machine learning have been neglected and under appreciated in healthcare applications. In this workshop, we will convene a diverse set of leading researchers who are pushing beyond the boundaries of traditional supervised approaches. Attendees at the workshop will gain an appreciation for problems that are unique to healthcare and a better understanding of how machine learning techniques, including clustering, active learning, dimensionality reduction, reinforcement learning, causal inference, and others, may be leveraged to solve important clinical problems.
This year’s program will also include spotlight presentations and two poster sessions highlighting novel research contributions at the intersection of machine learning and healthcare. We will invite submission of two page abstracts (not including references) for poster contributions. Topics of interest include but are not limited to models for diseases and clinical data, temporal models, Markov decision processes for clinical decision support, multiscale data-integration, modeling with missing or biased data, learning with non-stationary data, uncertainty and uncertainty propagation, non i.i.d. structure in the data, critique of models, interpretable models, causality, model biases, transfer learning, and incorporation of non-clinical (e.g., socioeconomic) factors.
The broader goal of the NIPS 2018 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.
|Welcome and Opening Remarks (Opening)|
|Miguel Hernan (Invited Speaker Presentation)|
|Finale Doshi-Velez (Invited Speaker Presentation)|
|Spotlight Presentations (Presentation)|
|Coffee Break I (Break)|
|Barbara Engelhardt (Invited Speaker Presentation)|
|Poster Session I (Poster Session)|
|Aniruddh Raghu, Dan Jarrett, Katie Lewis, Elias Chaibub Neto, Nick Mastronarde, Shazia Akbar, Chun-Hung Chao, Henry Zhu, Seth Stafford, Luna Zhang, Jen-Tang Lu, Changhee Lee, Adit Radhakrishnan, Fabian Falck, Liyue Shen, Daniel Neil, Yusuf Roohani, Aparna Balagopalan, Brett Marinelli, Hagai Rossman, Sven Giesselbach, Jose Javier Gonzalez Ortiz, Edward De Brouwer, Byung-Hoon Kim, Rafid Mahmood, Harry Hsu, Antonio Ribeiro, Rumi Chunara, Agni Orfanoudaki, Kristen Severson, Mingjie Mai, Sonali Parbhoo, Albert Haque, Viraj Prabhu, Di Jin, Alena Harley, Geoffroy Dubourg-Felonneau, Xiaodan Hu, Maithra Raghu, Jonathan Warrell, Nelson Johansen, Wenyuan Li, Marko Järvenpää, Satya Narayan Shukla, Sarah Tan, Vincent Fortuin, Beau Norgeot, Yi-Te Hsu, Joel H Saltz, Veronica Tozzo, Andrew Miller, Guillaume Ausset, Azin Asgarian, Francesco Paolo Casale, Antoine Neuraz, Bhanu Pratap Singh Rawat, Turgay Ayer, Xinyu Li, Mehul Motani, Nathaniel Braman, Laetitia M Shao, Adrian Dalca, Hyunkwang Lee, Emma Pierson, Sandesh Ghimire, Yuji Kawai, Owen Lahav, Anna Goldenberg, Denny Wu, Pavitra Krishnaswamy, Colin Pawlowski, Arijit Ukil, Yuhui Zhang|
|Hong Yu, Bhanu Pratap Singh Rawat, Arijit Ukil, Waheeda Saib, Jekaterina Novikova, John Hughes, Yuhui Zhang, Rahul V, Mi Jung Kim, Babak Taati, Hariharan Ravishankar, Harry Clifford, Hirofumi Kobayashi, Babak Taati, Keyang Xu, Yen-Chi Cheng, Timothy Cannings, Jayashree Kalpathy-Cramer, Jayashree Kalpathy-Cramer, Parinaz Sobhani, Kimis Perros, Wei-Hung Weng, Yordan Raykov, Lars Lorch, Mengqi Jin, Xue Teng, Michael Ferlaino, Marek Rei, Cédric Beaulac, Aman Verma, Sebastian Keller, Eddie Cunningham, Luc Evers, Victor Rodriguez, Vipul Satone, Dianbo Liu, Angeline Yasodhara, Geoff Tison, Ligin Solamen, Bryan He, Rahul Ladhania, Yipeng Shi, Nafiz Hamid, Pouria Mashouri, Woochan Hwang, Sejin Park, Xu Chen, Rachneet Kaur, Davis Blalock, Holly Wiberg, Parminder Bhatia, Kezi Yu, RUMENG LI, Jun Sakuma, Charles Ding, Aaron Babier, Yong Cai, Abhi Pratap, Luke O'Connor, Allen Nie, Martin Kang, Ian Covert, Xun Wang, Alan Luo, Serena Yeung, Willie Boag, Kazuki Tachikawa, Mary Saltz, Owen Lahav, Edward Lee, Eric Teasley, Michael Kamp, Nirmesh Patel, Vishwali Mhasawade, Maxim Samarin, Ryo Uchimido, Farzad Khalvati, Francisco Cruz, Laura Symul, Zaid Nabulsi, Mads Mihailescu, Rosalind Picard|
|Poster Session II (Poster Session)|
|Katherine Heller (Invited Speaker Presentation)|
|Coffee Break II (Break)|
|Paul Varghese (Invited Speaker Presentation)|
|Suchi Saria (Invited Speaker Presentation)|
|Panel (Discussion Panel)|