DSHealth 2021: Joint KDD 2021 Health Day and 2021 KDD Workshop on Applied Data Science for Healthcare: State of XAI and trustworthiness in Health Virtual Conference Singapore, Singapore, August 14-18, 2021 |
Conference website | https://dshealthkdd.github.io/dshealth-2021/ |
Submission link | https://easychair.org/conferences/?conf=dshealth2021 |
Submission deadline | June 1, 2021 |
DSHealth 2021 is a KDD workshop on Applied Data Science for Healthcare - State of XAI and trustworthiness in Health. This year, KDD Health Day will be held jointly with DSHealth 2021. Please see website for more details.
Submission Guidelines
We invite full papers, as well as work-in-progress on the application of data science in healthcare. Topics may include, but not limited to, the following topics (For more information see workshop overview) with special focus on papers that are aimed at addressing the state of explainable and trustworthiness of AI in healthcare.
- Applications of XAI in Healthcare
- Critique of XAI in Healthcare
- User driven XAI in Healthcare
- Trustworthiness
- Uncertainty quantification and communication, e.g. out-of-distribution detection
- Domain generalization and adaptation, e.g. multi-site studies
- Data access, sharing and privacy, e.g. via federated learning
- Human-in-the-loop-learning and human-centered AI
- Synthetic data for healthcare research
- Interpretable healthcare
- Actionable Insights
- Behavioral studies
- Ethical AI and accountability
- Regulatory aspects of AI in healthcare
- Nudging and implications
- Multidisciplinary studies on Healthcare
- Demos of practical applications
Papers must be submitted in PDF format to easychair https://easychair.org/conferences/?conf=dshealth2021 and formatted according to the new Standard ACM Conference Proceedings Template . Authors are encouraged to use the Overleaf template . Papers must be a maximum length of 4 pages, excluding references.
The program committee will select the papers based on originality, presentation, and technical quality for spotlight and/or poster presentation.
Organizing Committee
- Fei Wang, Cornell University, USA
- Prithwish Chakraborty, IBM Research, USA
- Tao Xu, F-Hoffmann la Roche, Switzerland
- Pei-Yun Sabrina Hsueh, Bayesian Health Inc., USA
- Xudong Sun, LMU Munich, Germany
- Gregor Stiglic, University of Maribor, Slovenia
- Gracy Crane, Roche Products Ltd
- Laleh Haghverdi, Max-Delbrueck Center for Molecular Medicine, Germany
- Jiang Bian, University of Florida, USA
- Lixia Yao, Merck, USA
- Florian Buettner, Frankfurt University/German Cancer Research Center (DKFZ), Germany
Venue
The conference will be held Virtually and organized along with KDD 2021
Contact
Please contact one of the organizers or see website for more details.