On April 3, 2025 at 11:00 a.m. the 31st lecture of the Living Lab lecture series will take place. In this talk, Waldemar Hahn will talk about the Generation of Synthetic Tabular Data in the Medical Domain. Join the lecture online!

Generation of Synthetic Tabular Data in the Medical Domain

Access to medical data is critical for advancing healthcare, yet legal and privacy constraints make real-world datasets difficult to share. Synthetic tabular data offers a promising alternative by mimicking real distributions without exposing patient identities. In this talk, we provide a high-level overview of how generative models, such as Variational Autoencoders (VAEs) and Generative Adversarial Networks (GANs), originally developed for image generation, are adapted to the structure and challenges of tabular data. We then explore how the resulting synthetic data can be evaluated in terms of resemblance, utility, and privacy. Finally, we outline what a realistic pipeline for publishing medical synthetic tabular data might look like in practice.

Living Lab Lecture Series

The Living Lab Lecture Series gives you an in-depth insight into the many research topics of ScaDS.AI Dresden/Leipzig. From Natural Language Processing to Ethics and Moral Code in AI, a great variety of topics are discussed. You can join our lectures every first thursday of the month or watch them on YouTube afterwards. If you have ideas for topics to discuss in the future, please let our Living Lab team know. We suggest for you to regularly check our event calendar, to never miss out on upcoming lectures or other interesting events organized by or in cooperation with our center.

FAQ

How can I participate in the lecture?

You can reach the permanent room for all lectures here: https://tud.link/i8zf

When will the room become accessible to the audience?

The room will be accessible 5 minutes before the start of the lecture.

Who can participate in the Living Lab activities?

The participation is free for everyone.

Do I need to be familiar with topics such as Big Data and AI to benefit from the lectures?

No! Not at all. One of our goals in the Living Lab lecture series is to familiarize everyone with these topics.

Is there any technical requirements to participate in the lecture?

You just need an up-to-date browser such as Firefox, Google Chrome or Chromium. We would also recommend using headphones for better audio quality.

Should I also turn on my camera/microphone during the lecture?

Not unless you would like to! In general, there is no need to have a camera or microphone to participate in the lecture.

In that case, how can I ask a question and provide feedback?

Alongside joining the discussion with your camera and microphone, there is also the possibility to submit your question and comments as a written comment in the Chat section.

How can I easily get informed about future activities of the Living Lab?

• • Follow us on X: @Sca_DS

• • Follow us on LinkedIn: ScaDS.AI Dresden/Leipzig

• • Subscribe to our YouTube channel: https://www.youtube.com/channel/UCv7EDPwovn6T1iaMbhlpFjg

• • Subscribe to our mailing list: https://mailman.zih.tu-dresden.de/groups/listinfo/livinglab

Can I participate with my smartphone?