179 citations
- Eindhoven University of TechnologyNL4 papers
- IT University of CopenhagenDK3 papers
- CEA CadaracheFR1 paper
- Centrum Wiskunde & InformaticaNL1 paper
- Commissariat à l'Énergie Atomique et aux Énergies AlternativesFR1 paper
- Consejo Superior de Investigaciones CientíficasES1 paper
- Delft University of TechnologyNL1 paper
- Dutch Institute for Fundamental Energy ResearchNL1 paper
- Institute of SpectroscopyRU1 paper
- Instituto de Astrofísica de AndalucíaES1 paper
- Maastricht UniversityNL1 paper
- Maastricht University Medical CentreNL1 paper
11 papers
Effect of Demographic Bias on Skin Lesion Classification
Ralf Raumanns, Gerard Schouten, Veronika Cheplygina +1
In this study, we evaluate the performance of skin lesion classification using ResNet-based convolutional models, focusing on the impact of demographic bias in training data, parti…
Robustness and sex differences in skin cancer detection: logistic regression vs CNNs
Nikolette Pedersen, Regitze Sydendal, Andreas Wulff +3
Deep learning has been reported to achieve high performances in the detection of skin cancer, yet many challenges regarding the reproducibility of results and biases remain. This s…
Dataset Distribution Impacts Model Fairness: Single vs. Multi-Task Learning
Ralf Raumanns, Gerard Schouten, Josien P. W. Pluim +1
The influence of bias in datasets on the fairness of model predictions is a topic of ongoing research in various fields. We evaluate the performance of skin lesion classification u…
What About the Data? A Mapping Study on Data Engineering for AI Systems
Petra Heck
AI systems cannot exist without data. Now that AI models (data science and AI) have matured and are readily available to apply in practice, most organizations struggle with the dat…
Systematic Mapping Study on the Machine Learning Lifecycle
Yuanhao Xie, Luís Cruz, Petra Heck +1
The development of artificial intelligence (AI) has made various industries eager to explore the benefits of AI. There is an increasing amount of research surrounding AI, most of w…
Nine Recommendations for Decision Aid Implementation from the Clinician Perspective
Anshu Ankolekar, Ben G. L. Vanneste, Esther Bloemen-van Gurp +9
Background: Shared decision-making (SDM) aims to empower patients to take an active role in their treatment choices, supported by clinicians and patient decision aids (PDAs). The p…