6th Illinois Health Data Analytics Summit
Generative AI - A Promising Catalyst for Healthcare?
Please save the date of April 5, 2023 to join us at the 6th Health Data Analytics Summit. This virtual platform will bring leaders in healthcare, medicine, science, and business together to discuss the latest AI and machine learning trends in Healthcare. This year, we will focus on applications of rapidly emerging Generative Models and investigate how they can be leveraged to synthesize increasingly realistic and useful electronic health record (EHR) data, including images, sounds, and videos. We will discuss various deep generative model frameworks, their applications, and the risk of generative AI and its potential positive economic impact in accelerating healthcare-related predictive model development.
| Time | Item |
|---|---|
| 8:45 – 9:00 a.m. |
Welcome and Opening Remarks |
| 9:00 – 9:45 a.m. |
Keynote I | Towards Generative Models for Analyzing Computer Tomography Scans |
| 9:45 - 10:30 a.m. |
Keynote II | Out of Distribution Generalization |
| 10:30 – 10:50 a.m. | Break |
| 10:50 – 11:50 a.m. |
Session I | The Different Modalities of Generative AI 1. SDFusion: Multimodal 3D Shape Completion, Reconstruction, and Generation 2. Clinically-Driven Virtual Patient Cohorts Generation: An Application to Aorta 3. Large Scale Machine Learning Models in Mobile Health 4. Generative language models for clinical documentation 5. Mind’s Eye: Mental Hallucination for Open-World Perception 6. Large Language Models Encode Clinical Knowledge |
| 11:50 a.m. - 12:00 p.m. | Break |
| 12:00 – 12:45 p.m. |
Keynote III | Generative AI in Healthcare |
| 12:45 - 2:00 p.m. |
Panel | Generative AI in Healthcare Panelists |
| 2:00 – 3:00 p.m. |
Session II | Generative Models applied in Healthcare 1. Assessing the ability of deep generative models to learn canonical medical image statistics 2. Developing Generated AI Solutions for Rare Disease Care 3. Synthesizing Medical Data with Privacy Guarantees: Fantasy or Plausibility? 4. Generative Modeling for Medical Education and Training 5. I didn’t know StyleGAN could do *THAT* 6. Accelerating Pediatric Medical Device Innovation with Regulatory Science Tools (RSTs): |
| 3:00 - 3:30 p.m. |
Live Demonstration | Synthetic Data Generation |
| 3:30 p.m. |
Closing Remarks |
Alan L. Yuille
Johns Hopkins University
Dr. Alan Yuille received the BA degree in mathematics from the University of Cambridge in 1976. His PhD on theoretical physics, supervised by Prof. S.W. Hawking, was approved in 1981. He was a research scientist in the Artificial Intelligence Laboratory at MIT and the Division of Applied Sciences at Harvard University from 1982 to 1988. He served as an assistant and associate professor at Harvard until 1996. He was a senior research scientist at the Smith-Kettlewell Eye Research Institute from 1996 to 2002. He was a full professor of Statistics at the University of California, Los Angeles, as a full professor with joint appointments in computer science, psychiatry, and psychology. He moved to Johns Hopkins University in January 2016. His research interests include computational models of vision, mathematical models of cognition, medical image analysis, and artificial intelligence and neural networks.
Rajesh Ranganath
Courant Institute, NYU
Dr. Ranganath is an Assistant Professor at the Courant Institute at NYU in Computer Science and at the Center for Data Science. I am also part of the CILVR group. My research interests include causal, statistical, and probabilistic inference, out-of-distribution detection and generalization, deep generative modeling, interpretability, and machine learning for healthcare. Before joining NYU, I earned degrees in computer science; my PhD was completed at Princeton University working with Dave Blei and my undergraduate was done at Stanford University. I have also spent time as a research affiliate at MIT’s Institute for Medical Engineering and Science.
Jimeng Sun
UIUC
Dr. Sun is a Health Innovation Professor at the Siebel School of Computing and Data Science and at Carle Illinois College of Medicine at University of Illinois Urbana-Champaign. Before University of Illinois Urbana-Champaign, he was an associate professor in College of Computing at Georgia Tech (GT) and the co-director of the Center for Health Analytics and Informatics (CHAI) at GT. His research focuses on artificial intelligence (AI) for healthcare, including deep learning for drug discovery, clinical trial optimization, computational phenotyping, clinical predictive modeling, treatment recommendation, and health monitoring. He was recognized as one of the Top 100 AI Leaders in Drug Discovery and Advanced Healthcare by Deep Knowledge Analytics. He has published over 300 papers and has 20,361 citations, h-index 73, and i10-index 196. Dr. Sun has a diverse funding portfolio with $6.25m in sponsored research funds since 2014. He also has several NSF/NIH-funded projects with leading hospitals such as MGH, Sutter Health, Vanderbilt, Northwestern, Geisinger, and Emory. Dr. Sun collaborates with the biomedical industry including IQVIA, the largest health data science company, and multiple pharmaceutical companies on health data science. He completed his B.S. and M.Phil. in computer science at Hong Kong University of Science and Technology in 2002 and 2003, respectively, and his Ph.D. in computer science at Carnegie Mellon University in 2007.
Planning Committee
George Heintz (Summit Organizer)
University of Illinois Urbana-Champaign
Ilan Shomorony (Chair)
University of Illinois Urbana-Champaign
Yuxiong Wang (Chair)
University of Illinois Urbana-Champaign
William Gropp
University of Illinois Urbana-Champaign
Jodi Schneider
University of Illinois Urbana-Champaign
Irfan Ahmad
University of Illinois Urbana-Champaign
Sridhar Seshadri
University of Illinois Urbana-Champaign
Tony Michalos
University of Illinois Urbana-Champaign
Ravi Iyer
University of Illinois Urbana-Champaign
Jimeng Sun
University of Illinois Urbana-Champaign
John Vozenilek
OSF HealthCare
Jonathan Handler
OSF HealthCare
David Liebovitz
Northwestern University
Kapila Monga
Bon Secours Mercy Health University
May Wang
Georgia Tech University
Carolyn Beck
University of Illinois Urbana-Champaign
Paul Arnold
Carle Foundation Hospital
Maria Jaromin
University of Illinois Urbana-Champaign
ChengXiang Zhai
University of Illinois Urbana-Champaign
Rajarsi Gupta
Stony Brook University
Brad Sutton
University of Illinois Urbana-Champaign
James Rehg
University of Illinois Urbana-Champaign
Nie Summing
University of Illinois Urbana-Champaign