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I

Isel Grau

Eindhoven University of Technology

14H-index
89Paper Count
789Citation Count
Published Papers 24
Publication Date
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Output Correction of Recurrence-Aware Long-Term Cognitive Network Classifiers
errBig Data and Cognitive Computing
IF4.4
err2026-06-01
err0
errOAAI
errGonzalo Nápoles; Isel Grau; Yamisleydi Salgueiro
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errSave
Inversion of the Impedance Response Towards Physical Parameter Extraction Using Interpretable Machine Learning
errAdvanced Energy Materials
IF26
err2026-03-26
err0
errOAAI
errMahmoud Nabil; Isel Grau; Ricardo Grau-Crespo; Said Hamad; Juan A. Anta
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errSave
Sparseness-Optimized Feature Importance for Time Series Classification
errIEEE Access
IF3.6
err2026-02-23
err0
errOAAI
errIsel Grau; Gonzalo Nápoles; Agnieszka Jastrzebska; Yamisleydi Salgueiro
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errSave
Sparseness-optimized feature importance with prior knowledge and reinforcement learning-powered optimization
errNeurocomputing
IF6.5
err2026-02-02
err0
PREAI
errGonzalo Nápoles; Isel Grau; Yamisleydi Salgueiro
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Assessing and Quantifying Perceived Trust in Interpretable Clinical Decision Support
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT III
IF0
err2026-01-01
err0
errOAAI
errOnari, Mohsen Abbaspour; Grau, Isel; Zhang, Chao; Nobile, Marco S.; Zhang, Yingqian
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errSave
Explainable Optimization: Leveraging Large Language Models for User-Friendly Explanations
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT III
IF0
err2026-01-01
err0
errOAAI
errBiemans, Bram; Troubil, Pavel; Grau, Isel; Nuijten, Wim P. M.
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errSave
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT IV
IF0
err2026-01-01
err1
errOAAI
errBaer, Gregor; Grau, Isel; Zhang, Chao; Van Gorp, Pieter
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The Dynamics of Trust in XAI: Assessing Perceived and Demonstrated Trust Across Interaction Modes and Risk Treatments
errEXPLAINABLE ARTIFICIAL INTELLIGENCE, XAI 2025, PT I
IF0
err2026-01-01
err0
errOAAI
errOnari, Mohsen Abbaspour; Baer, Gregor; Zhang, Chao; Grau, Isel; Nobile, Marco S.; Zhang, Yingqian
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errSave
Learning-based aggregation of Quasi-Nonlinear Fuzzy Cognitive Maps
errNEUROCOMPUTING
IF6.5
err2025-04-01
err0
PREAI
errNapoles, Gonzalo; Grau, Isel; Jastrzebska, Agnieszka; Salgueiro, Yamisleydi
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errSave
Learning of Fuzzy Cognitive Map models without training data
errNEUROCOMPUTING
IF6.5
err2025-03-01
err0
PREAI
errNapoles, Gonzalo; Grau, Isel; Concepcion, Leonardo; Salgueiro, Yamisleydi; Vanhoof, Koen
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errSave
Estimating the limit state space of quasi-nonlinear Fuzzy Cognitive Maps
errAPPLIED SOFT COMPUTING
IF6.6
err2025-01-01
err0
PREAI
errConcepcion, Leonardo; Napoles, Gonzalo; Jastrzebska, Agnieszka; Grau, Isel; Salgueiro, Yamisleydi
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errSave
A revised cognitive mapping methodology for modeling and simulation
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-09-01
err1
PREAI
errNapoles, Gonzalo; Grau, Isel; Salgueiro, Yamisleydi
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errSave
Backpropagation through time learning for recurrence-aware long-term cognitive networks
errKNOWLEDGE-BASED SYSTEMS
IF7.6
err2024-07-01
err1
errOAAI
errNapoles, Gonzalo; Jastrzebska, Agnieszka; Grau, Isel; Salgueiro, Yamisleydi
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Forward Composition Propagation for Explainable Neural Reasoning
errIEEE COMPUTATIONAL INTELLIGENCE MAGAZINE
IF11.2
err2024-02-01
err1
errOAAI
errGrau, Isel; Napoles, Gonzalo; Bello, Marilyn; Salgueiro, Yamisleydi; Jastrzebska, Agnieszka
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errSave
Recurrence-Aware Long-Term Cognitive Network for Explainable Pattern Classification
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2023-10-01
err11
errOAAI
errNapoles, Gonzalo; Salgueiro, Yamisleydi; Grau, Isel; Espinosa, Maikel Leon
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errSave
Patient-reported outcome measures on mental health and psychosocial factors in patients with Brugada syndrome
errEUROPACE
IF7.4
err2023-09-29
err2
errOAAI
errSix, Stefaan; Theuns, Peter; Libin, Pieter; Nowe, Ann; Pannone, Luigi; Bogaerts, Bart; Jaxy, Simon; Olsen, Catharina; Pappaert, Gudrun; Grau, Isel; Sieira, Juan; Van Dooren, Sonia; Scheirlynck, Esther; Nekkebroeck, Julie; Mallefroy, Marina; de Asmundis, Carlo; Bilsen, Johan
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Presumably correct decision sets
errPATTERN RECOGNITION
IF7.6
err2023-09-01
err2
errOAAI
errNapoles, Gonzalo; Grau, Isel; Jastrzebska, Agnieszka; Salgueiro, Yamisleydi
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errSave
Challenges in describing the conformation and dynamics of proteins with ambiguous behavior
errFRONTIERS IN MOLECULAR BIOSCIENCES
IF4
err2022-08-03
err9
errOAAI
errRoca-Martinez, Joel; Lazar, Tamas; Gavalda-Garcia, Jose; Bickel, David; Pancsa, Rita; Dixit, Bhawna; Tzavella, Konstantina; Ramasamy, Pathmanaban; Sanchez-Fornaris, Maite; Grau, Isel; Vranken, Wim F. F.
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errSave
Fuzzy-Rough Cognitive Networks: Theoretical Analysis and Simpler Models
errIEEE TRANSACTIONS ON CYBERNETICS
IF10.5
err2022-05-01
err10
errOAAI
errConcepcion, Leonardo; Napoles, Gonzalo; Grau, Isel; Pedrycz, Witold
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errSave
Modeling implicit bias with fuzzy cognitive maps
errNEUROCOMPUTING
IF6.5
err2022-04-01
err16
errOAAI
errNapoles, Gonzalo; Grau, Isel; Concepcion, Leonardo; Koumeri, Lisa Koutsoviti; Papa, Joao Paulo
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Research Directions

No research directions
Co-authors
Cooperation Journals
W
Witold Pedrycz
H-index: 130 · Papers: 3.1K
J
João Paulo Papa
H-index: 57 · Papers: 500
E
Elpiniki I. Papageorgiou
H-index: 55 · Papers: 308
C
Carlo de Asmundis
H-index: 53 · Papers: 696
C
Chao Zhang
H-index: 52 · Papers: 546
View more