Federated Learning in Healthcare: Towards privacy-enhancing, AI-driven decision support systems

In this PhD, we will concentrate on applications involving economic and financial data sets and time series as well as real-time analysis pipelines, potentially in close collaboration with banking and financial institutions all from an AI-perspective in combination with cybersecurity. As such, the topic embodies AI, Economics and Cybersecurity for which the challenges will be assessed and potential novel solutions will be developed, analyzed and applied for specific use cases in different settings: how to safeguard data and algorithms from hacking and privacy infringement, how do guarantee the truthfulness of data and results, etc…

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Publication Details

Journal
Lirias (KU Leuven)
Published
2026-03-17
Primary Topic
Privacy-Preserving Technologies in Data
Type
article
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article

Federated Learning in Healthcare: Towards privacy-enhancing, AI-driven decision support systems

Vincent Scheltjens
Lirias (KU Leuven)
Privacy-Preserving Technologies in Data
article

Federated Learning in Healthcare: Towards privacy-enhancing, AI-driven decision support systems

Vincent Scheltjens
article en

Abstract

In this PhD, we will concentrate on applications involving economic and financial data sets and time series as well as real-time analysis pipelines, potentially in close collaboration with banking and financial institutions all from an AI-perspective in combination with cybersecurity. As such, the topic embodies AI, Economics and Cybersecurity for which the challenges will be assessed and potential novel solutions will be developed, analyzed and applied for specific use cases in different settings: how to safeguard data and algorithms from hacking and privacy infringement, how do guarantee the truthfulness of data and results, etc…

Lirias (KU Leuven)
Peace, Justice and strong institutions
Openalex Percentile: Top 29%
Privacy-Preserving Technologies in Data
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Federated Learning in Healthcare: Towards privacy-enhancing, AI-driven decision support systems — Vincent Scheltjens · Lirias (KU Leuven) (2026) | TGRS Research Map | TGRS