Th.1.10.3
A MULTI-METRIC EVALUATION FRAMEWORK FOR SELECTING TABULAR SYNTHETIC DATA GENERATORS IN HEALTHCARE
Stergiani Viseri, Vasileios C. Pezoulas, Periklis Papias, Christos Androutsos, Traianos Tsiokris, University of Ioannina; Zheshen Jiang, Nicolas Gillain, Hospital Center of University of Liege; Ioannis S. Papanikolaou, Eleni Koukoulioti, National and Kapodistrian University, Attikon University General Hospital; Constantina Cloconi, Antria Savva, German Oncology Center; Sisse H. Njor, Susanne F. Jørgensen, Lillebaelt Hospital, Denmark University of Southern Denmark; Maja Ravnik, Sergej Cerncic, University Medical Centre Maribor; Marıa Gonzalez Oter, Raquel Alcaraz Ortega, University of Valladolid; Felix Aigner, Barmherzige Bruder Krankenhaus, Medical University of Graz; Sigurd F. Lax, Medical University of Graz; Dimitrios Dimitroulopoulos, Vasilis Giannakopoulos, Dimitrios Kypreos, Agios Savvas, Cancer Hospital; Mario Tadic, Dubrava University Hospital Zagreb; Stavros T. Miloulis, Maria Haritou, Institute of Communication and Computer Systems of the National Technical University of Athens; Yorgos Goletsis, University of Ioannina; George K. Matsopoulos, Institute of Communication and Computer Systems of the National Technical University of Athens; Dimitrios I. Fotiadis, University of Ioannina, Biomedical Research Institute, FORTH
Session:
Th.1.10: Trustworthy, Fair & Explainable AI for Healthcare Oral
Track:
Biomedical & Health Informatics
Location:
Room 801B
Presentation Time:
Thursday, 30 July, 09:00 - 09:15
Session Co-Chairs:
Erika Rovini and Saša Kendjel
Presentation
Discussion
Resources
No resources available.
Session Th.1.10
Th.1.10.1: A synthetic data-driven generation approach to enhance the fairness and privacy of AI-based systems in the domain of rare diseases
Vasileios Pezoulas, Nikolaos Tachos, Dimitrios Zaridis, University of Ioannina and BRI-FORTH; Lukas Chatzis, Andreas Goules, National and Kapodistrian University of Athens; Kostas Marias, Manolis Tsiknakis, Institute of Computer Science and Hellenic Mediterranean University; Yorgos Goletsis, University of Ioannina; Athanasios Tzioufas, National and Kapodistrian University of Athens; Dimitrios Fotiadis, University of Ioannina and BRI-FORTH
Th.1.10.2: INTERPRETABLE AI FOR THE DISCOVERY AND RANKING OF REGULATORY SEQUENCES: APPLICATION TO TRANSLATIONAL CONTROL
Shani Zur, Yonatan Savir, Technion
Th.1.10.3: A MULTI-METRIC EVALUATION FRAMEWORK FOR SELECTING TABULAR SYNTHETIC DATA GENERATORS IN HEALTHCARE
Stergiani Viseri, Vasileios C. Pezoulas, Periklis Papias, Christos Androutsos, Traianos Tsiokris, University of Ioannina; Zheshen Jiang, Nicolas Gillain, Hospital Center of University of Liege; Ioannis S. Papanikolaou, Eleni Koukoulioti, National and Kapodistrian University, Attikon University General Hospital; Constantina Cloconi, Antria Savva, German Oncology Center; Sisse H. Njor, Susanne F. Jørgensen, Lillebaelt Hospital, Denmark University of Southern Denmark; Maja Ravnik, Sergej Cerncic, University Medical Centre Maribor; Marıa Gonzalez Oter, Raquel Alcaraz Ortega, University of Valladolid; Felix Aigner, Barmherzige Bruder Krankenhaus, Medical University of Graz; Sigurd F. Lax, Medical University of Graz; Dimitrios Dimitroulopoulos, Vasilis Giannakopoulos, Dimitrios Kypreos, Agios Savvas, Cancer Hospital; Mario Tadic, Dubrava University Hospital Zagreb; Stavros T. Miloulis, Maria Haritou, Institute of Communication and Computer Systems of the National Technical University of Athens; Yorgos Goletsis, University of Ioannina; George K. Matsopoulos, Institute of Communication and Computer Systems of the National Technical University of Athens; Dimitrios I. Fotiadis, University of Ioannina, Biomedical Research Institute, FORTH
Th.1.10.4: ML-FLYP: Improving EHR Model Transportability with Multi-Label Contrastive Fine-Tuning
Tzu Hung Liu, Ryan King, Bobak Mortazavi, Texas A&M University
Th.1.10.5: LINKING PREDICTED UNCERTAINTY TO ERROR BOUNDS FOR TRUSTWORTHY BIOMEDICAL DEEP LEARNING
Isaly Tappan, Erica Lindbeck, Maximillian Diaz, Jennifer Nichols, Joel Harley, University of Florida
Th.1.10.6: On Safer Reinforcement Learning for Sedation and Analgesia in Intensive Care
Joel Romero-Hernández, Oscar Camara, Universitat Pompeu Fabra
Resources
No resources available.