Zidi Xiu, Chenyang Tao, Ricardo Henao

Keywords Abstract Paper

Applied computing, Life and medical sciences, Health informatics, Computing methodologies, Modeling and simulation, Model development and analysis, Modeling methodologies

Qiao Jin, Chuanqi Tan, Mosha Chen and

Xiaozhong Liu, Songfang Huang

Keywords Abstract Paper

evidence-based medicine, clinical task, manual collection, ctrp framework

Kristen A. Severson, Lana M. Chahine, Luba Smolensky and

Kenney Ng, Jianying Hu, Soumya Ghosh

Keywords Abstract Paper

Sana Tonekaboni, Shalmali Joshi, Kieran Campbell and

David Duvenaud, Anna Goldenberg

Keywords Abstract Paper

Adarsh Subbaswamy, Roy Adams, Suchi Saria

Keywords Abstract Paper

Xianli Zhang, Buyue Qian, Shilei Cao and

Yang Li, Hang Chen, Yefeng Zheng, Ian Davidson

Keywords Abstract Paper

attention mechanism, healthcare informatics, model interpretability, model uncertainty

Joseph D. Janizek, Gabriel Erion, Alex J. DeGrave, Su-In Lee

Keywords Abstract Paper

Applied computing, Life and medical sciences, Computing methodologies, Machine learning, Machine learning approaches, Learning latent representations, Neural networks

Yao Zhang, Mihaela van der Schaar

Keywords Abstract Paper

Probabilistic Methods -> Causal Inference; Theory -> Learning Theory, Algorithms -> Kernel Methods

Vishwali Mhasawade, Nabeel Abdur Rehman, Rumi Chunara

Keywords Abstract Paper

Computing methodologies, Machine learning

Zhaozhi Qian, William Zame, Lucas Fleuren and

Paul Elbers, Mihaela van der Schaar

Keywords Abstract Paper

deep learning, machine learning

Miguel Monteiro, Loic Le Folgoc, Daniel Coelho de Castro and

Nick Pawlowski, Bernardo Marques, Konstantinos Kamnitsas, Mark van der Wilk, Ben Glocker

Keywords Abstract Paper

Zeshan Hussain, Rahul G. Krishnan, David Sontag

Keywords Abstract Paper

Optimization, Non-Convex Optimization, Algorithms, Sparsity and Compressed Sensing, Applications, Healthcare

Yi Zhou, Lei Huang, Tianfei Zhou, Ling Shao

Keywords Abstract Paper

Alkis Gotovos, Rebekka Burkholz, John Quackenbush, Stefanie Jegelka

Keywords Abstract Paper

Samuel Håkansson, Viktor Lindblom, Omer Gottesman, Fredrik Johansson

Keywords Abstract Paper

Algorithms -> Online Learning, Reinforcement Learning and Planning -> Reinforcement Learning

Shaun Gupta, Frederik Dieleman, Patrick Long and

Orla Doyle, Nadejda Leavitt

Keywords Abstract Paper

Computing methodologies, Machine learning, Machine learning algorithms, Feature selection

Andrew Jesson, Panagiotis Tigas, Joost van Amersfoort and

Andreas Kirsch, Uri Shalit, Yarin Gal

Keywords Abstract Paper

theory, deep learning, causality, active learning

Justin Lovelace, Nathan C. Hurley, Adrian D. Haimovich, Bobak J. Mortazavi

Keywords Abstract Paper

Max-Heinrich Laves, Sontje Ihler, Jacob F. Fast and

Lüder A. Kahrs, Tobias Ortmaier

Keywords Abstract Paper

Wenjie Wang, Pengfei Tang, Li Xiong, Xiaoqian Jiang

Keywords Abstract Paper

adversarial example detection, recurrent autoencoder, temporal electronic health records (ehr)

Tengfei Lyu, Jianliang Gao, Ling Tian and

Zhao Li, Peng Zhang, Ji Zhang

Keywords Abstract Paper

Machine Learning Applications, Bio/Medicine, Biology and Medicine, AI for Life Science

Luke Oakden-Rayner, Jared Dunnmon, Gustavo Carneiro, Christopher Re

Keywords Abstract Paper

Computing methodologies, Machine learning

Michael W. Dusenberry, Dustin Tran, Edward Choi and

Jonas Kemp, Jeremy Nixon, Ghassen Jerfel, Katherine Heller, Andrew M. Dai

Keywords Abstract Paper

Applied computing, Life and medical sciences, Computing methodologies, Machine learning, Machine learning approaches, Neural networks, Modeling and simulation, Model development and analysis, Uncertainty quantification

Alexander Rodríguez, Nikhil Muralidhar, Bijaya Adhikari and

Anika Tabassum, Naren Ramakrishnan, B. Aditya Prakash

Keywords Abstract Paper

Yuan Liang, Weinan Song, Jiawei Yang and

Liang Qiu, Kun Wang, Lei He

Keywords Abstract Paper

Max Horn, Michael Moor, Christian Bock and

Bastian Rieck, Karsten Borgwardt

Keywords Abstract Paper

Sequential, Network, and Time-Series Modeling

Xi Yang, Yuan Zhang, Min Chi

Keywords Abstract Paper

Machine Learning Applications, Applications of Unsupervised Learning, Time-series; Data Streams, Explainable/Interpretable Machine Learning

Sercan Arik, Chun-Liang Li, Jinsung Yoon and

Rajarishi Sinha, Arkady Epshteyn, Long Le, Vikas Menon, Shashank Singh, Leyou Zhang, Martin Nikoltchev, Yash Sonthalia, Hootan Nakhost, Elli Kanal, Tomas Pfister

Keywords Abstract Paper

Haoliang Li, Yufei Wang, Renjie Wan and

Shiqi Wang, Tie-Qiang Li, Alex Kot

Keywords Abstract Paper

Aakash saboo, Prashnna K Gyawali, Ankit Shukla and

Manoj Sharma, Neeraj Jain, Linwei Wang

Keywords Abstract Paper

Latent optimization, StyleGAN, Image Editing, Chest X-ray, Image manipulation, constrained optimization, Disease progression, Disease quantification, Manifold, Latent space traversal

Wooseok Ha, Chandan Singh, Francois Lanusse and

Srigokul Upadhyayula, Bin Yu

Keywords Abstract Paper

deep learning, interpretability

Rohan Kodialam, Rebecca Boiarsky, Justin Lim and

Aditya Sai, Neil Dixit, David Sontag

Keywords Abstract Paper

Jinyue Feng, Chantal Shaib, Frank Rudzicz

Keywords Abstract Paper

sepsis prediction, clinical models, hierarchical model, multi-task model

Changhee Lee, Mihaela Schaar

Keywords Abstract Paper

Srikesh Arunajadai, Lulu Lee, Tom Haskell

Keywords Abstract Paper

Jianxun Wang, David Roberts, Andinet Enquobahrie

Keywords Abstract Paper

Changhee Lee, Mihaela van der Schaar

Keywords Abstract Paper

Applications - Neuroscience, Cognitive Science, Biology and Health

Chang Lu, Chandan K Reddy, Prithwish Chakraborty and

Samantha Kleinberg, Yue Ning

Keywords Abstract Paper

Machine Learning Applications, Bio/Medicine, Leveraging Knowledge and Learning, Deep Learning

Akira Tanimoto, Tomoya Sakai, Takashi Takenouchi, Hisashi Kashima

Keywords Abstract Paper

Jing Ma, Ruocheng Guo, Aidong Zhang, Jundong Li

Keywords Abstract Paper

Machine Learning, Explainable/Interpretable Machine Learning, Trustable Learning