Isel Grau

Eindhoven University of Technology — Netherlands

Computer Science · Physical Sciences

14h-index785citations89works2.42yr avg
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Research Topics

Cognitive Science and Mapping(36), Cognitive Computing and Networks(16), Neural Networks and Applications(15), Rough Sets and Fuzzy Logic(12), Explainable Artificial Intelligence (XAI)(10)

Publications89 total

Class-Dependent Perturbation Effects in Evaluating Time Series Attributions
Communications in computer and information science·2025Open Access
Explainable Optimization: Leveraging Large Language Models for User-Friendly Explanations
Communications in computer and information science·2025Open Access
The Dynamics of Trust in XAI: Assessing Perceived and Demonstrated Trust Across Interaction Modes and Risk Treatments
Communications in computer and information science·2025Open Access
Assessing and Quantifying Perceived Trust in Interpretable Clinical Decision Support
Communications in computer and information science·2025Open Access
Multimodal Attention-Aware Fusion for Diagnosing Distal Myopathy: Evaluating Model Interpretability and Clinician Trust
arXiv (Cornell University)·2025Open Access
Why Do Class-Dependent Evaluation Effects Occur with Time Series Feature Attributions? A Synthetic Data Investigation
arXiv (Cornell University)·2025Open Access
Learning-based aggregation of Quasi-Nonlinear Fuzzy Cognitive Maps
Neurocomputing·2025· 3 citedOpen Access
Learning of Fuzzy Cognitive Map models without training data
Neurocomputing·2025· 2 citedOpen Access
Estimating the limit state space of quasi-nonlinear Fuzzy Cognitive Maps
Applied Soft Computing·2024· 5 citedOpen Access
A revised cognitive mapping methodology for modeling and simulation
Knowledge-Based Systems·2024· 7 citedOpen Access
Long Short-term Cognitive Networks: An Empirical Performance Study
2024Open Access
Backpropagation through time learning for recurrence-aware long-term cognitive networks
Knowledge-Based Systems·2024· 11 citedOpen Access
Forward Composition Propagation for Explainable Neural Reasoning
IEEE Computational Intelligence Magazine·2024· 5 citedOpen Access
Measuring Implicit Bias Using SHAP Feature Importance and Fuzzy Cognitive Maps
Lecture notes in networks and systems·2024· 1 citedOpen Access
Sparseness-Optimized Feature Importance
Communications in computer and information science·2024· 3 citedOpen Access
Model Selection Using Graph Neural Networks
Lecture notes in networks and systems·2024Open Access
Uncovering the Hidden Significance of Activities Location in Predictive Process Monitoring
Lecture notes in business information processing·2024· 3 citedOpen Access
Presumably Correct Undersampling
Lecture notes in computer science·2023Open Access
Trustworthy Artificial Intelligence in Medical Applications: A Mini Survey
2023· 2 citedOpen Access
Patient-reported outcome measures on mental health and psychosocial factors in patients with Brugada syndrome
EP Europace·2023· 6 citedOpen Access
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Frequent Co-authors

Gonzalo Nápoles(36), Rafael Bello(14), Yamisleydi Salgueiro(11), Ann Nowé(10), Koen Vanhoof(9), Maikel León(6), Leonardo Concepción(6), Dipankar Sengupta(6), Agnieszka Jastrzębska(5), María M. García(4), María Matilde García Lorenzo(4), Ricardo Grau(3), Rafael Falcón(3), Mohsen Abbaspour Onari(3), Elpiniki I. Papageorgiou(2), Mihail Mihaylov(2), Sergio Jurado(2), Narcís Avellana(2), Iván S. Razo-Zapata(2), Kristof Van Moffaert(2)