Gonzalo Nápoles

ORCID

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 96

Top Venues

Publications

Gonzalo Nápoles, Isel Grau, Yamisleydi Salgueiro
A revised cognitive mapping methodology for modeling and simulation. Knowl. Based Syst. 299 (2024)
Marilyn Bello, Gonzalo Nápoles, Leonardo Concepción, Rafael Bello, Pablo Mesejo, Oscar Cordón
REPROT: Explaining the predictions of complex deep learning architectures for object detection through reducts of an image. Inf. Sci. 654 (2024)
Isel Grau, Gonzalo Nápoles, Marilyn Bello, Yamisleydi Salgueiro, Agnieszka Jastrzebska
Forward Composition Propagation for Explainable Neural Reasoning. IEEE Comput. Intell. Mag. 19 (1) (2024)
Gonzalo Nápoles, Isel Grau
Long Short-term Cognitive Networks: An Empirical Performance Study. EAIS (2024)
Gonzalo Nápoles, Agnieszka Jastrzebska, Isel Grau, Yamisleydi Salgueiro
Backpropagation through time learning for recurrence-aware long-term cognitive networks. Knowl. Based Syst. 295 (2024)
Marilyn Bello, Pablo Costa, Gonzalo Nápoles, Pablo Mesejo, Oscar Cordón
ExplainLFS: Explaining neural architectures for similarity learning from local perturbations in the latent feature space. Inf. Fusion 108 (2024)
Gonzalo Nápoles, Isel Grau
Presumably Correct Undersampling. CIARP (2023)
Gonzalo Nápoles, Isel Grau, Agnieszka Jastrzebska, Yamisleydi Salgueiro
Presumably correct decision sets. Pattern Recognit. 141 (2023)
Hazal Colak Oz, Çiçek Güven, Gonzalo Nápoles
School dropout prediction and feature importance exploration in Malawi using household panel data: machine learning approach. J. Comput. Soc. Sci. 6 (1) (2023)
Gonzalo Nápoles, Niels Griffioen, Samaneh Khoshrou, Çiçek Güven
Feature Importance for Clustering. CIARP (2023)
Gonzalo Nápoles, Nevena Rankovic, Yamisleydi Salgueiro
On the interpretability of Fuzzy Cognitive Maps. Knowl. Based Syst. 281 (2023)
Agnieszka Jastrzebska, Gonzalo Nápoles, Wladyslaw Homenda, Koen Vanhoof
Fuzzy Cognitive Map-Driven Comprehensive Time-Series Classification. IEEE Trans. Cybern. 53 (2) (2023)
Gonzalo Nápoles, Leonardo Concepción, Büsra Özgöde Yigin, Görkem Saygili, Koen Vanhoof, Rafael Bello
Weighted t-Distributed Stochastic Neighbor Embedding for Projection-Based Clustering. IWAIPR (2023)
Isel Grau, Gonzalo Nápoles, Fabian Hoitsma, Lisa Koutsoviti Koumeri, Koen Vanhoof
Measuring Implicit Bias Using SHAP Feature Importance and Fuzzy Cognitive Maps. CoRR (2023)
Gonzalo Nápoles, Fabian Hoitsma, Andreas Knoben, Agnieszka Jastrzebska, Maikel León Espinosa
Prolog-based agnostic explanation module for structured pattern classification. Inf. Sci. 622 (2023)
Gonzalo Nápoles, Yamisleydi Salgueiro, Isel Grau, Maikel León Espinosa
Recurrence-Aware Long-Term Cognitive Network for Explainable Pattern Classification. IEEE Trans. Cybern. 53 (10) (2023)
Marilyn Bello, Gonzalo Nápoles, Koen Vanhoof, María M. García, Rafael Bello
Explanation of Multi-Label Neural Networks with Layer-Wise Relevance Propagation. IJCNN (2022)
Leonardo Concepción, Gonzalo Nápoles, Isel Grau, Witold Pedrycz
Fuzzy-Rough Cognitive Networks: Theoretical Analysis and Simpler Models. IEEE Trans. Cybern. 52 (5) (2022)
Gonzalo Nápoles, Isel Grau, Leonardo Concepción, Lisa Koutsoviti Koumeri, João Paulo Papa
Modeling implicit bias with fuzzy cognitive maps. Neurocomputing 481 (2022)
Gonzalo Nápoles, Lisa Koutsoviti Koumeri
A fuzzy-rough uncertainty measure to discover bias encoded explicitly or implicitly in features of structured pattern classification datasets. Pattern Recognit. Lett. 154 (2022)
Alejandro Morales Hernández, Inneke Van Nieuwenhuyse, Gonzalo Nápoles
Multi-objective hyperparameter optimization with performance uncertainty. CoRR (2022)
Agnieszka Jastrzebska, Gonzalo Nápoles, Yamisleydi Salgueiro, Koen Vanhoof
Evaluating time series similarity using concept-based models. Knowl. Based Syst. 238 (2022)
Mabel Frias, Gonzalo Nápoles, Yaima Filiberto, Rafael Bello, Koen Vanhoof
Skipped Nonsynaptic Backpropagation for Interval-valued Long-term Cognitive Networks. MICAI (1) (2022)
Alejandro Morales Hernández, Gonzalo Nápoles, Agnieszka Jastrzebska, Yamisleydi Salgueiro, Koen Vanhoof
Online learning of windmill time series using Long Short-term Cognitive Networks. Expert Syst. Appl. 205 (2022)
Julio Pena, Gonzalo Nápoles, Yamisleydi Salgueiro
Normalization method for quantitative and qualitative attributes in multiple attribute decision-making problems. Expert Syst. Appl. 198 (2022)
Alejandro Morales Hernández, Inneke Van Nieuwenhuyse, Gonzalo Nápoles
Multi-objective Hyperparameter Optimization with Performance Uncertainty. OLA (2022)
Gonzalo Nápoles, Isel Grau, Agnieszka Jastrzebska, Yamisleydi Salgueiro
Long short-term cognitive networks. Neural Comput. Appl. 34 (19) (2022)
Samvel Mkhitaryan, Philippe J. Giabbanelli, Maciej K. Wozniak, Gonzalo Nápoles, Nanne K. de Vries, Rik Crutzen
FCMpy: a python module for constructing and analyzing fuzzy cognitive maps. PeerJ Comput. Sci. 8 (2022)
Gonzalo Nápoles, Isel Grau, Çiçek Güven, Orçun Özdemir, Yamisleydi Salgueiro
Which is the best model for my data? CoRR (2022)
Gonzalo Nápoles, Yamisleydi Salgueiro, Isel Grau, Maikel León Espinosa
Recurrence-Aware Long-Term Cognitive Network for Explainable Pattern Classification. CoRR (2021)
Gonzalo Nápoles, Agnieszka Jastrzebska, Yamisleydi Salgueiro
Pattern classification with Evolving Long-term Cognitive Networks. Inf. Sci. 548 (2021)
Leonardo Concepción, Gonzalo Nápoles, Rafael Falcon, Koen Vanhoof, Rafael Bello
Unveiling the Dynamic Behavior of Fuzzy Cognitive Maps. IEEE Trans. Fuzzy Syst. 29 (5) (2021)
Isel Grau, Gonzalo Nápoles, Marilyn Bello, Yamisleydi Salgueiro
Forward Composition Propagation for Explainable Neural Reasoning. CoRR (2021)
Gonzalo Nápoles, Marilyn Bello, Yamisleydi Salgueiro
Long-term Cognitive Network-based architecture for multi-label classification. Neural Networks 140 (2021)
Marilyn Bello, Yaumara Aguilera, Gonzalo Nápoles, María M. García, Rafael Bello, Koen Vanhoof
Layer-Wise Relevance Propagation in Multi-label Neural Networks to Identify COVID-19 Associated Coinfections. IWAIPR (2021)
Alejandro Morales Hernández, Gonzalo Nápoles, Agnieszka Jastrzebska, Yamisleydi Salgueiro, Koen Vanhoof
Online learning of windmill time series using Long Short-term Cognitive Networks. CoRR (2021)
Samvel Mkhitaryan, Philippe J. Giabbanelli, Maciej K. Wozniak, Gonzalo Nápoles, Nanne K. de Vries, Rik Crutzen
FCMpy: A Python Module for Constructing and Analyzing Fuzzy Cognitive Maps. CoRR (2021)
Gonzalo Nápoles, Jose L. Salmeron, Koen Vanhoof
Construction and Supervised Learning of Long-Term Grey Cognitive Networks. IEEE Trans. Cybern. 51 (2) (2021)
Leticia Arco, Gonzalo Nápoles, Frank Vanhoenshoven, Ana Laura Lara, Gladys Casas, Koen Vanhoof
Natural language techniques supporting decision modelers. Data Min. Knowl. Discov. 35 (1) (2021)
Marilyn Bello, Gonzalo Nápoles, Koen Vanhoof, Rafael Bello
Data quality measures based on granular computing for multi-label classification. Inf. Sci. 560 (2021)
Mabel Frias Dominguez, Gonzalo Nápoles, Koen Vanhoof, Yaima Filiberto, Rafael Bello
Nonsynaptic Backpropagation Learning of Interval-valued Long-term Cognitive Networks. IJCNN (2021)
Gonzalo Nápoles, Fabian Hoitsma, Andreas Knoben, Agnieszka Jastrzebska, Maikel León Espinosa
Prolog-based agnostic explanation module for structured pattern classification. CoRR (2021)
Gonzalo Nápoles, Isel Grau, Leonardo Concepción, Lisa Koutsoviti Koumeri, João Paulo Papa
Modeling Implicit Bias with Fuzzy Cognitive Maps. CoRR (2021)
Agnieszka Jastrzebska, Alejandro Morales Hernández, Gonzalo Nápoles, Yamisleydi Salgueiro, Koen Vanhoof
Measuring Wind Turbine Health Using Drifting Concepts. CoRR (2021)
Lisa Koutsoviti Koumeri, Gonzalo Nápoles
Bias Quantification for Protected Features in Pattern Classification Problems. CIARP (2021)
Gonzalo Nápoles, Lisa Koutsoviti Koumeri
A fuzzy-rough uncertainty measure to discover bias encoded explicitly or implicitly in features of structured pattern classification datasets. CoRR (2021)
Gonzalo Nápoles, Isel Grau, Agnieszka Jastrzebska, Yamisleydi Salgueiro
Long Short-term Cognitive Networks. CoRR (2021)
Ivett Fuentes, Gonzalo Nápoles, Leticia Arco, Koen Vanhoof
Best Next Preference Prediction Based on LSTM and Multi-level Interactions. IntelliSys (1) (2021)
Julio Pena, Gonzalo Nápoles, Yamisleydi Salgueiro
Implicit and hybrid methods for attribute weighting in multi-attribute decision-making: a review study. Artif. Intell. Rev. 54 (5) (2021)
Marilyn Bello, Gonzalo Nápoles, Ricardo Sánchez, Koen Vanhoof, Rafael Bello
Feature and Label Association Based on Granulation Entropy for Deep Neural Networks. IJCRS (2020)
Gonzalo Nápoles, Wouter Goossens, Quinten Moesen, Carlos Mosquera
Fast k-Fuzzy-Rough Cognitive Networks. IJCNN (2020)
Frank Vanhoenshoven, Gonzalo Nápoles, Wojciech Froelich, Jose L. Salmeron, Koen Vanhoof
Pseudoinverse learning of Fuzzy Cognitive Maps for multivariate time series forecasting. Appl. Soft Comput. 95 (2020)
Gonzalo Nápoles, Isel Grau, Yamisleydi Salgueiro
Recommender system using Long-term Cognitive Networks. Knowl. Based Syst. 206 (2020)
Fabian Hoitsma, Andreas Knoben, Maikel León Espinosa, Gonzalo Nápoles
Symbolic Explanation Module for Fuzzy Cognitive Map-Based Reasoning Models. SGAI Conf. (2020)
Julio Pena, Gonzalo Nápoles, Yamisleydi Salgueiro
Explicit methods for attribute weighting in multi-attribute decision-making: a review study. Artif. Intell. Rev. 53 (5) (2020)
Gonzalo Nápoles, Agnieszka Jastrzebska, Carlos Mosquera, Koen Vanhoof, Wladyslaw Homenda
Deterministic learning of hybrid Fuzzy Cognitive Maps and network reduction approaches. Neural Networks 124 (2020)
Ivett Fuentes, Gonzalo Nápoles, Leticia Arco, Koen Vanhoof
Customer Interaction Networks Based on Multiple Instance Similarities. BIS (2020)
Greg Van Houdt, Carlos Mosquera, Gonzalo Nápoles
A review on the long short-term memory model. Artif. Intell. Rev. 53 (8) (2020)
Ivett Fuentes, Arian Pina, Gonzalo Nápoles, Leticia Arco, Koen Vanhoof
Rough Net Approach for Community Detection Analysis in Complex Networks. IJCRS (2020)
Gonzalo Nápoles, Frank Vanhoenshoven, Rafael Falcon, Koen Vanhoof
Nonsynaptic Error Backpropagation in Long-Term Cognitive Networks. IEEE Trans. Neural Networks Learn. Syst. 31 (3) (2020)
Marilyn Bello, Gonzalo Nápoles, Ricardo Sánchez, Rafael Bello, Koen Vanhoof
Deep neural network to extract high-level features and labels in multi-label classification problems. Neurocomputing 413 (2020)
Leonardo Concepción, Gonzalo Nápoles, Rafael Bello, Koen Vanhoof
On the Behavior of Fuzzy Grey Cognitive Maps. IJCRS (2020)
Marilyn Bello, Gonzalo Nápoles, Rafael Morera, Koen Vanhoof, Rafael Bello
Outliers Detection in Multi-label Datasets. MICAI (1) (2020)
Gonzalo Nápoles
Evolving Recurrent Neural Networks for Pattern Classification. IntelliSys (1) (2020)
Marilyn Bello, Gonzalo Nápoles, Koen Vanhoof, Rafael Bello
Methods to Edit Multi-label Training Sets Using Rough Sets Theory. IJCRS (2019)
Gonzalo Nápoles, Frank Vanhoenshoven, Koen Vanhoof
Short-term cognitive networks, flexible reasoning and nonsynaptic learning. Neural Networks 115 (2019)
Mabel Frias Dominguez, Gonzalo Nápoles, Yaima Filiberto, Rafael Bello, Koen Vanhoof
A Preliminary Study on Symbolic Fuzzy Cognitive Maps for Pattern Classification. WEA (2019)
Richar Sosa, Alejandro Alfonso, Gonzalo Nápoles, Rafael Bello, Koen Vanhoof, Ann Nowé
Synaptic Learning of Long-Term Cognitive Networks with Inputs. IJCNN (2019)
Gonzalo Nápoles, Greg Van Houdt, Manal Laghmouch, Wouter Goossens, Quinten Moesen, Benoît Depaire
Fuzzy Cognitive Maps: A Business Intelligence Discussion. KES-IDT (1) (2019)
Marilyn Bello, Gonzalo Nápoles, Koen Vanhoof, Rafael Bello
Reduction Methods for Multi-Label Datasets Based on Granular Computing. BNAIC/BENELEARN (2019)
Yamisleydi Salgueiro, Marco Rivera, Gonzalo Nápoles
Multi-agent-Based Decision Support Systems in Smart Microgrids. KES-IDT (1) (2019)
Gonzalo Nápoles, Jose L. Salmeron, Wojciech Froelich, Rafael Falcon, Maikel León Espinosa, Frank Vanhoenshoven, Rafael Bello, Koen Vanhoof
Fuzzy Cognitive Modeling: Theoretical and Practical Considerations. KES-IDT (1) (2019)
Marnick Vanloffelt, Gonzalo Nápoles, Koen Vanhoof
Fuzzy-Rough Cognitive Networks: Building Blocks and Their Contribution to Performance. ICMLA (2019)
Marilyn Bello, Gonzalo Nápoles, Koen Vanhoof, Rafael Bello
Prototypes Generation from Multi-label Datasets Based on Granular Computing. CIARP (2019)
Gerardo Felix, Gonzalo Nápoles, Rafael Falcon, Wojciech Froelich, Koen Vanhoof, Rafael Bello
A review on methods and software for fuzzy cognitive maps. Artif. Intell. Rev. 52 (3) (2019)
Gabriela Pérez, Marilyn Bello-García, Gonzalo Nápoles, María Matilde García Lorenzo, Rafael Bello, Koen Vanhoof
Expanding MLkNN Using Extended Rough Set Theory. IWAIPR (2018)
Gonzalo Nápoles, Frank Vanhoenshoven, Koen Vanhoof
Short-term Cognitive Networks, Flexible Reasoning and Nonsynaptic Learning. CoRR (2018)
Ivett Fuentes, Gonzalo Nápoles, Leticia Arco, Koen Vanhoof
Customer Segmentation Using Multiple Instance Clustering and Purchasing Behaviors. IWAIPR (2018)
Gonzalo Nápoles, Carlos Mosquera, Rafael Falcon, Isel Grau, Rafael Bello, Koen Vanhoof
Fuzzy-Rough Cognitive Networks. Neural Networks 97 (2018)
Gonzalo Nápoles, Leonardo Concepción, Rafael Falcon, Rafael Bello, Koen Vanhoof
On the Accuracy-Convergence Tradeoff in Sigmoid Fuzzy Cognitive Maps. IEEE Trans. Fuzzy Syst. 26 (4) (2018)
Gerardo Felix, Gonzalo Nápoles, Rafael Falcon, Rafael Bello, Koen Vanhoof
Performance Analysis of Granular versus Traditional Neural Network Classifiers: Preliminary Results. CIVEMSA (2018)
Gonzalo Nápoles, Maikel León Espinosa, Isel Grau, Koen Vanhoof
FCM Expert: Software Tool for Scenario Analysis and Pattern Classification Based on Fuzzy Cognitive Maps. Int. J. Artif. Intell. Tools 27 (7) (2018)
Gonzalo Nápoles, Maikel León, Isel Grau, Koen Vanhoof
Fuzzy Cognitive Maps Tool for Scenario Analysis and Pattern Classification. ICTAI (2017)
Mabel Frias Dominguez, Yaima Filiberto, Gonzalo Nápoles, Yadira García-Socarrás, Koen Vanhoof, Rafael Bello
Fuzzy Cognitive Maps Reasoning with Words Based on Triangular Fuzzy Numbers. MICAI (1) (2017)
Gonzalo Nápoles, Rafael Falcon, Zoumpoulia Dikopoulou, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Weighted aggregation of partial rankings using Ant Colony Optimization. Neurocomputing 250 (2017)
Gonzalo Nápoles, Rafael Falcon, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Rough cognitive ensembles. Int. J. Approx. Reason. 85 (2017)
Ahmad Zyad Alghzawi, Gonzalo Nápoles, George Sammour, Koen Vanhoof
Forecasting Social Security Revenues in Jordan Using Fuzzy Cognitive Maps. KES-IDT (1) (2017)
Frank Vanhoenshoven, Gonzalo Nápoles, Samantha Bielen, Koen Vanhoof
Fuzzy Cognitive Maps Employing ARIMA Components for Time Series Forecasting. KES-IDT (1) (2017)
Gonzalo Nápoles, Maikel León Espinosa, Isel Grau, Koen Vanhoof, Rafael Bello
Fuzzy Cognitive Maps Based Models for Pattern Classification: Advances and Challenges. Soft Computing Based Optimization and Decision Models (2017)
Gonzalo Nápoles, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Learning and Convergence of Fuzzy Cognitive Maps Used in Pattern Recognition. Neural Process. Lett. 45 (2) (2017)
Gonzalo Nápoles, Rafael Falcon, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Partitive granular Cognitive Maps to graded multilabel classification. FUZZ-IEEE (2016)
Frank Vanhoenshoven, Gonzalo Nápoles, Mathijs Creemers, Maikel León Espinosa, Koen Vanhoof
Analyzing the impact of the adaptive clearing mechanism on algorithm accuracy in Variable Mesh Optimization. SSCI (2016)
Gonzalo Nápoles, Elpiniki I. Papageorgiou, Rafael Bello, Koen Vanhoof
On the convergence of sigmoid Fuzzy Cognitive Maps. Inf. Sci. (2016)
Gonzalo Nápoles, Isel Grau, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Rough Cognitive Networks. Knowl. Based Syst. 91 (2016)
Frank Vanhoenshoven, Gonzalo Nápoles, Rafael Falcon, Koen Vanhoof, Mario Köppen
Detecting malicious URLs using machine learning techniques. SSCI (2016)
Gonzalo Nápoles, Zoumpoulia Dikopoulou, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Prototypes construction from partial rankings to characterize the attractiveness of companies in Belgium. Appl. Soft Comput. 42 (2016)
Gonzalo Nápoles, Isel Grau, Rafael Bello, Maikel León, Koen Vanhoof, Elpiniki Papageorgiou
A computational tool for simulation and learning of Fuzzy Cognitive Maps. FUZZ-IEEE (2015)
Gonzalo Nápoles, Zoumpoulia Dikopoulou, Elpiniki Papageorgiou, Rafael Bello, Koen Vanhoof
Aggregation of Partial Rankings - An Approach Based on the Kemeny Ranking Problem. IWANN (2) (2015)
Gonzalo Nápoles, Isel Grau, Rafael Bello, Ricardo Grau
Two-steps learning of Fuzzy Cognitive Maps for prediction and knowledge discovery on the HIV-1 drug resistance. Expert Syst. Appl. 41 (3) (2014)
Gonzalo Nápoles, Rafael Bello, Koen Vanhoof
How to improve the convergence on sigmoid Fuzzy Cognitive Maps? Intell. Data Anal. 18 (Supplement) (2014)

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Publication Activity (10 Years)

Top Topics

Top Venues

Gonzalo Nápoles