Isel Grau Garcia
Department / Institute
Group
RESEARCH PROFILE
Isel Grau is an Assistant Professor in the Information Systems group at Eindhoven University of Technology (TU/e). Her research interests lie in the area of Artificial Intelligence, particularly recurrent neural networks, (semi-)supervised classification, time-series analysis, data-driven decision making, and explainable AI. Her main research activity focuses on making machine learning black boxes more interpretable, formalizing prior knowledge from experts and using their feedback to improve AI models, identifying and correcting bias, and exploring these challenges in healthcare or business settings. She aims to develop more trustable and meaningful decision support systems that put human experts in the loop.
SUPERVISION
Isel Grau is promotor / co-promotor of:
- Mohsen Abbaspour Onari
I create AI solutions that are accurate and useful, but also transparent and fair.
ACADEMIC BACKGROUND
Isel Grau received her Ph.D. in Computer Science from the Vrije Universiteit Brussel (VUB), Belgium. Her Ph.D. research focused on machine learning interpretability and semi-supervised classification. During her postdoctoral research at the Artificial Intelligence Laboratory of the VUB, she closely collaborated with institutions such as the Interuniversity Institute of Bioinformatics Brussels, the Universitair Ziekenhuis Brussel, and industry partners on interdisciplinary projects. She was a visiting researcher at the Warsaw University of Technology in 2022. She has active collaboration with researchers from Vrije University Brussel, Hasselt University, Universidad de Talca, Universidad de Granada, Warsaw University of Technology, and Tilburg University.
Recent Publications
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Mohsen Abbaspour Onari,Isel Grau,Marco S. Nobile,Yingqian Zhang
Trustworthy Artificial Intelligence in Medical Applications: A Mini Survey
(2023) -
Gonzalo Nápoles,Yamisleydi Salgueiro,Isel Grau,Maikel Leon Espinosa
Recurrence-Aware Long-Term Cognitive Network for Explainable Pattern Classification
IEEE Transactions on Cybernetics (2023) -
Gonzalo Nápoles,Isel Grau,Agnieszka Jastrzębska,Yamisleydi Salgueiro
Presumably correct decision sets
Pattern Recognition (2023) -
Stefaan Six,Peter Theuns,Pieter Libin,Ann Nowé,Luigi Pannone,Bart Bogaerts,Simon Jaxy,Catharina Olsen,Gudrun Pappaert,Isel Grau
Patient-reported outcome measures on mental health and psychosocial factors in patients with Brugada syndrome
Europace (2023) -
Mohsen Abbaspour Onari,Isel Grau,Marco S. Nobile,Yingqian Zhang
Measuring Perceived Trust in XAI-Assisted Decision-Making by Eliciting a Mental Model
(2023)
Current Educational Activities
Ancillary Activities
No ancillary activities