Machine Learning · Computer Science
A primer on synthetic health data
Jennifer A Bartell, Sander Boisen Valentin, Anders Krogh, Henning Langberg +1
2024-07-04
Machine Learning · Computer Science
Synthetic medical data generation: state of the art and application to trauma mechanism classification
Océane Doremus, Ariel Guerra-Adames, Marta Avalos-Fernandez, Vianney Jouhet +2
2025-08-06
Machine Learning · Computer Science
Synthetic Data: Opening the data floodgates to enable faster, more directed development of machine learning methods
James Jordon, Alan Wilson, Mihaela van der Schaar
2020-12-09
Machine Learning · Computer Science
Position Paper: Building Trust in Synthetic Data for Clinical AI
Krishan Agyakari Raja Babu, Supriti Mulay, Om Prabhu, Mohanasankar Sivaprakasam
2025-02-05
Artificial Intelligence · Computer Science
Scorecards for Synthetic Medical Data Evaluation and Reporting
Ghada Zamzmi, Adarsh Subbaswamy, Elena Sizikova, Edward Margerrison +2
2024-12-05
Machine Learning · Computer Science
Critical Challenges and Guidelines in Evaluating Synthetic Tabular Data: A Systematic Review
Nazia Nafis, Inaki Esnaola, Alvaro Martinez-Perez, Maria-Cruz Villa-Uriol +1
2026-05-15
Machine Learning · Computer Science
Synthetic Data -- what, why and how?
James Jordon, Lukasz Szpruch, Florimond Houssiau, Mirko Bottarelli +4
2022-05-09
Machine Learning · Computer Science
Non-Imaging Medical Data Synthesis for Trustworthy AI: A Comprehensive Survey
Xiaodan Xing, Huanjun Wu, Lichao Wang, Iain Stenson +4
2022-09-21
Computer Vision and Pattern Recognition · Computer Science
Synthetic Data in Human Analysis: A Survey
Indu Joshi, Marcel Grimmer, Christian Rathgeb, Christoph Busch +2
2022-08-22
Machine Learning · Computer Science
Can I trust my fake data -- A comprehensive quality assessment framework for synthetic tabular data in healthcare
Vibeke Binz Vallevik, Aleksandar Babic, Serena Elizabeth Marshall, Severin Elvatun +6
2024-04-19
Hardware Architecture · Computer Science
On-Chip Sensors Data Collection and Analysis for SoC Health Management
Konstantin Shibin, Maksim Jenihhin, Artur Jutman, Sergei Devadze +1
2023-08-31
Image and Video Processing · Electrical Eng. & Systems
Technical specification of a framework for the collection of clinical images and data
Alistair Mackenzie, Mark Halling-Brown, Ruben van Engen, Carlijn Roozemond +3
2025-08-07
Computation and Language · Computer Science
Best Practices and Lessons Learned on Synthetic Data
Ruibo Liu, Jerry Wei, Fangyu Liu, Chenglei Si +7
2024-08-13
Cryptography and Security · Computer Science
A Framework for Auditable Synthetic Data Generation
Florimond Houssiau, Samuel N. Cohen, Lukasz Szpruch, Owen Daniel +4
2022-11-22
Machine Learning · Computer Science
Synthetic Data in AI: Challenges, Applications, and Ethical Implications
Shuang Hao, Wenfeng Han, Tao Jiang, Yiping Li +4
2024-01-04
Artificial Intelligence · Computer Science
Towards an Evaluation Framework for Explainable Artificial Intelligence Systems for Health and Well-being
Esperança Amengual-Alcover, Antoni Jaume-i-Capó, Miquel Miró-Nicolau, Gabriel Moyà-Alcover +1
2025-04-14