2024
Introducing User Feedback-Based Counterfactual Explanations (UFCE).
Int. J. Comput. Intell. Syst., December, 2024
How to Build Self-Explaining Fuzzy Systems: From Interpretability to Explainability [AI-eXplained].
IEEE Comput. Intell. Mag., February, 2024
The role of ontologies and knowledge in Explainable AI.
Semantic Web, 2024
An Empirical Study on the Number of Items in Human Evaluation of Automatically Generated Texts.
Proces. del Leng. Natural, 2024
Enriching interactive explanations with fuzzy temporal constraint networks.
Int. J. Approx. Reason., 2024
Operationalizing Explainable Artificial Intelligence in the European Union Regulatory Ecosystem.
IEEE Intell. Syst., 2024
An Operational Framework for Guiding Human Evaluation in Explainable and Trustworthy Artificial Intelligence.
IEEE Intell. Syst., 2024
Information-seeking dialogue for explainable artificial intelligence: Modelling and analytics.
Argument Comput., 2024
TextFocus: Assessing the Faithfulness of Feature Attribution Methods Explanations in Natural Language Processing.
IEEE Access, 2024
Sexism Detection on a Data Diet.
Proceedings of the Companion Publication of the 16th ACM Web Science Conference, 2024
DeepR3: Reducing, Reusing and Recycling Large Models for Developing Responsible and Green Language Technologies.
Proceedings of the Seminar of the Spanish Society for Natural Language Processing: Projects and System Demonstrations (SEPLN-CEDI-PD 2024) co-located with the 7th Spanish Conference on Informatics (CEDI 2024), 2024
A Software Solution for Building Fuzzy-Grounded Interactive Dialogue-Based Explanations.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2024
A User Study on the Utility of Context-Aware Explanations for Assisting Data Scientists in Error Analysis of Fuzzy Decision Trees.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2024
2023
Exploring the balance between interpretability and performance with carefully designed constrainable Neural Additive Models.
Inf. Fusion, November, 2023
Explainable Artificial Intelligence (XAI): What we know and what is left to attain Trustworthy Artificial Intelligence.
Inf. Fusion, November, 2023
Trustworthy artificial intelligence in Alzheimer's disease: state of the art, opportunities, and challenges.
Artif. Intell. Rev., October, 2023
Toward enriched Cognitive Learning with XAI.
CoRR, 2023
The Energy Prediction Smart-Meter Dataset: Analysis of Previous Competitions and Beyond.
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CoRR, 2023
Missing Information, Unresponsive Authors, Experimental Flaws: The Impossibility of Assessing the Reproducibility of Previous Human Evaluations in NLP.
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CoRR, 2023
Beyond Prediction Similarity: ShapGAP for Evaluating Faithful Surrogate Models in XAI.
Proceedings of the Explainable Artificial Intelligence, 2023
CL-XAI: Toward Enriched Cognitive Learning with Explainable Artificial Intelligence.
Proceedings of the Software Engineering and Formal Methods. SEFM 2023 Collocated Workshops, 2023
The Role of Speculations for Explainable and Trustworthy Artificial Intelligence: A Use Case on Art Genre Classification.
Proceedings of the Fuzzy Logic and Technology, and Aggregation Operators, 2023
A Confusion Matrix for Evaluating Feature Attribution Methods.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
Investigating Human-Centered Perspectives in Explainable Artificial Intelligence.
Proceedings of the 4th Italian Workshop on Explainable Artificial Intelligence co-located with 22nd International Conference of the Italian Association for Artificial Intelligence(AIxIA 2023), 2023
2022
Automatic linguistic reporting of customer activity patterns in open malls.
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Multim. Tools Appl., 2022
An empirical study on how humans appreciate automated counterfactual explanations which embrace imprecise information.
Inf. Sci., 2022
Automatic detection of Alzheimer's disease progression: An efficient information fusion approach with heterogeneous ensemble classifiers.
Neurocomputing, 2022
Interpretable clinical time-series modeling with intelligent feature selection for early prediction of antimicrobial multidrug resistance.
Future Gener. Comput. Syst., 2022
Explainable and Trustworthy Artificial Intelligence [Guest Editorial].
IEEE Comput. Intell. Mag., 2022
FCE: Feedback Based Counterfactual Explanations for Explainable AI.
IEEE Access, 2022
Measuring Model Understandability by means of Shapley Additive Explanations.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2022
2021
Robust hybrid deep learning models for Alzheimer's progression detection.
Knowl. Based Syst., 2021
A Survey of Contrastive and Counterfactual Explanation Generation Methods for Explainable Artificial Intelligence.
IEEE Access, 2021
A Framework for Analyzing Fairness, Accountability, Transparency and Ethics: A Use-case in Banking Services.
Proceedings of the 30th IEEE International Conference on Fuzzy Systems, 2021
2020
Teaching Explainable Artificial Intelligence to High School Students.
Int. J. Comput. Intell. Syst., 2020
Estimation of Customer Activity Patterns in Open Malls by Means of Combining Localization and Process Mining Techniques.
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Proceedings of the Advances in Physical Agents II, 2020
Interactive Natural Language Technology for Explainable Artificial Intelligence.
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Proceedings of the Trustworthy AI - Integrating Learning, Optimization and Reasoning, 2020
Towards Harnessing Natural Language Generation to Explain Black-box Models.
Proceedings of the 2nd Workshop on Interactive Natural Language Technology for Explainable Artificial Intelligence, 2020
Generation and Evaluation of Factual and Gounterfaetual Explanations for Decision Trees and Fuzzy Rule-based Classifiers.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020
Experimental Study on Generating Multi-modal Explanations of Black-box Classifiers in terms of Gray-box Classifiers.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020
Building Explanations for Fuzzy Decision Trees with the ExpliClas Software.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020
2019
Fuzzy-Based Language Grounding of Geographical References: From Writers to Readers.
Int. J. Comput. Intell. Syst., 2019
Explainable Artificial Intelligence for Human-Centric Data Analysis in Virtual Learning Environments.
Proceedings of the Higher Education Learning Methodologies and Technologies Online, 2019
ExpliClas: Automatic Generation of Explanations in Natural Language for Weka Classifiers.
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019
Py4JFML: A Python wrapper for using the IEEE Std 1855-2016 through JFML.
Proceedings of the 2019 IEEE International Conference on Fuzzy Systems, 2019
Explainable Artificial Intelligence for Kids.
Proceedings of the 11th Conference of the European Society for Fuzzy Logic and Technology, 2019
2018
Toward automatic generation of linguistic advice for saving energy at home.
Soft Comput., 2018
Design of Fuzzy Controllers for Embedded Systems With JFML.
Int. J. Comput. Intell. Syst., 2018
JFML: A Java Library to Design Fuzzy Logic Systems According to the IEEE Std 1855-2016.
IEEE Access, 2018
An Ontology-Based Interpretable Fuzzy Decision Support System for Diabetes Diagnosis.
IEEE Access, 2018
Paving the Way to Explainable Artificial Intelligence with Fuzzy Modeling - Tutorial.
Proceedings of the Fuzzy Logic and Applications - 12th International Workshop, 2018
From Zadeh's Computing with Words Towards eXplainable Artificial Intelligence.
Proceedings of the Fuzzy Logic and Applications - 12th International Workshop, 2018
Explainable AI Beer Style Classifier.
Proceedings of the SICSA Workshop on Reasoning, 2018
A Bibliometric Analysis of the Explainable Artificial Intelligence Research Field.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, 2018
Meteorologists and Students: A resource for language grounding of geographical descriptors.
Proceedings of the 11th International Conference on Natural Language Generation, 2018
2017
Continuous Space Estimation: Increasing WiFi-Based Indoor Localization Resolution without Increasing the Site-Survey Effort.
Sensors, 2017
Generating automatic linguistic descriptions with big data.
Inf. Sci., 2017
Fuzzy classifier ensembles for hierarchical WiFi-based semantic indoor localization.
Expert Syst. Appl., 2017
New types of computational perceptions: Linguistic descriptions in deforestation analysis.
Expert Syst. Appl., 2017
Natural Language Generation with Computational Intelligence [Guest Editorial].
IEEE Comput. Intell. Mag., 2017
Linguistic Description of Complex Phenomena with the rLDCP R Package.
Proceedings of the 10th International Conference on Natural Language Generation, 2017
An empirical approach for modeling fuzzy geographical descriptors.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017
Looking for a real-world-semantics-based approach to the interpretability of fuzzy systems.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017
rLDCP: R package for text generation from data.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017
An exploratory study on the benefits of using natural language for explaining fuzzy rule-based systems.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017
Using Fuzzy Sets in a Data-to-Text System for Business Service Intelligence.
Proceedings of the Advances in Fuzzy Logic and Technology 2017 - Proceedings of: EUSFLAT-2017 - The 10th Conference of the European Society for Fuzzy Logic and Technology, September 11-15, 2017, Warsaw, Poland IWIFSGN'2017, 2017
Building Cognitive Cities with Explainable Artificial Intelligent Systems.
Proceedings of the First International Workshop on Comprehensibility and Explanation in AI and ML 2017 co-located with 16th International Conference of the Italian Association for Artificial Intelligence (AI*IA 2017), 2017
2016
A Survey of Fuzzy Systems Software: Taxonomy, Current Research Trends, and Prospects.
IEEE Trans. Fuzzy Syst., 2016
Hierarchical Approach to Enhancing Topology-based WiFi Indoor Localization in Large Environments.
J. Multiple Valued Log. Soft Comput., 2016
Descriptive and Comparative Analysis of Human Perceptions expressed through Fuzzy Rating Scale-based Questionnaires.
Int. J. Comput. Intell. Syst., 2016
Special Issue on selected papers from the IFSA-EUSFLAT2015 conference.
Int. J. Approx. Reason., 2016
Enhancing Fingrams to deal with precise fuzzy systems.
Fuzzy Sets Syst., 2016
Special Issue on Computational Intelligence Software Guest Editorial.
IEEE Comput. Intell. Mag., 2016
2015
Interpretability of Fuzzy Systems: Current Research Trends and Prospects.
Proceedings of the Springer Handbook of Computational Intelligence, 2015
Introduction to the Soft Computing and Intelligent Data Analysis Minitrack.
Proceedings of the 48th Hawaii International Conference on System Sciences, 2015
Understanding the Inference Mechanism of FURIA by means of Fingrams.
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15), 2015
Linguistic Aggregation Functions using the MapReduce Paradigm.
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15), 2015
QUALE r: A new Toolbox for Quantitative and Qualitative Analysis of Human Perceptions.
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15), 2015
Applying Random Linear Oracles with Fuzzy Classifier Ensembles on WiFi Indoor Localization Problem.
Proceedings of the Enric Trillas: A Passion for Fuzzy Sets, 2015
2014
WiFi-based indoor localization and tracking of a moving device.
Proceedings of the 2014 Ubiquitous Positioning Indoor Navigation and Location Based Service, 2014
Customization of Products Assisted by Kansei Engineering, Sensory Analysis and Soft Computing.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems, 2014
Analyzing fuzzy association rules with Fingrams in KEEL.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2014
2013
Social Network Analysis of Co-fired Fuzzy Rules.
Proceedings of the Soft Computing: State of the Art Theory and Novel Applications, 2013
FINGRAMS: Visual Representations of Fuzzy Rule-Based Inference for Expert Analysis of Comprehensibility.
IEEE Trans. Fuzzy Syst., 2013
A multiclassifier approach for topology-based WiFi indoor localization.
Soft Comput., 2013
Human activity recognition in indoor environments by means of fusing information extracted from intensity of WiFi signal and accelerations.
Inf. Sci., 2013
Quest for Interpretability-Accuracy Trade-off Supported by Fingrams into the Fuzzy Modeling Tool GUAJE.
Int. J. Comput. Intell. Syst., 2013
Special Issue on Software Tools for Soft Computing.
Int. J. Comput. Intell. Syst., 2013
A new fingram-based software tool for visual representation and analysis of fuzzy association rules.
Proceedings of the FUZZ-IEEE 2013, 2013
Interpretability analysis of fuzzy association rules supported by fingrams.
Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology, 2013
Interpretable fuzzy system allowing to be framed in a profile photo through linguistic expressions.
Proceedings of the 8th conference of the European Society for Fuzzy Logic and Technology, 2013
Impact of Signal Representations on the Performance of Hierarchical WiFi Localization Systems.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
Wifigrams: Design of Hierarchical Wi-Fi Indoor Localization Systems Guided by Social Network Analysis.
Proceedings of the Computer Aided Systems Theory - EUROCAST 2013, 2013
2012
Enhancing the fuzzy modeling tool GUAJE with a new module for fingrams-based analysis of fuzzy rule bases.
Proceedings of the FUZZ-IEEE 2012, 2012
2011
HILK++: an interpretability-guided fuzzy modeling methodology for learning readable and comprehensible fuzzy rule-based classifiers.
Soft Comput., 2011
Special issue on interpretable fuzzy systems.
Inf. Sci., 2011
Enhanced WiFi localization system based on Soft Computing techniques to deal with small-scale variations in wireless sensors.
Appl. Soft Comput., 2011
An Empirical Study on Interpretability Indexes through Multi-objective Evolutionary Algorithms.
Proceedings of the Fuzzy Logic and Applications - 9th International Workshop, 2011
Generating Understandable and Accurate Fuzzy Rule-Based Systems in a Java Environment.
Proceedings of the Fuzzy Logic and Applications - 9th International Workshop, 2011
Topology-based indoor localization by means of WiFi fingerprinting with a computational intelligent classifier.
Proceedings of the 11th International Conference on Intelligent Systems Design and Applications, 2011
Multi-objective design of highly interpretable fuzzy rule-based classifiers with semantic cointension.
Proceedings of the 5th IEEE International Workshop on Genetic and Evolutionary Fuzzy Systems, 2011
2010
Embedding HILK in a three-objective evolutionary algorithm with the aim of modeling highly interpretable fuzzy rule-based classifiers.
Proceedings of the 4th IEEE International Workshop on Genetic and Evolutionary Fuzzy Systems, 2010
Human activity recognition applying computational intelligence techniques for fusing information related to WiFi positioning and body posture.
Proceedings of the FUZZ-IEEE 2010, 2010
Combining user's preferences and quality criteria into a new index for guiding the design of fuzzy systems with a good interpretability-accuracy trade-off.
Proceedings of the FUZZ-IEEE 2010, 2010
2009
LDAP Injection Techniques.
Wirel. Sens. Netw., 2009
Looking for a good fuzzy system interpretability index: An experimental approach.
Int. J. Approx. Reason., 2009
An Interpretability-Guided Modeling Process for Learning Comprehensible Fuzzy Rule-Based Classifiers.
Proceedings of the Ninth International Conference on Intelligent Systems Design and Applications, 2009
An Experimental Study on the Interpretability of Fuzzy Systems.
Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference, 2009
A Conceptual Framework for Understanding a Fuzzy System.
Proceedings of the Joint 2009 International Fuzzy Systems Association World Congress and 2009 European Society of Fuzzy Logic and Technology Conference, 2009
WiFi Localization System Using Fuzzy Rule-Based Classification.
Proceedings of the Computer Aided Systems Theory, 2009
WiFi Localization System based on Fuzzy Logic to Deal with Signal Variations.
Proceedings of 12th IEEE International Conference on Emerging Technologies and Factory Automation, 2009
Mealtime Blood Glucose Classifier Based on Fuzzy Logic for the DIABTel Telemedicine System.
Proceedings of the Artificial Intelligence in Medicine, 2009
2008
HILK: A new methodology for designing highly interpretable linguistic knowledge bases using the fuzzy logic formalism.
Int. J. Intell. Syst., 2008
2007
Interpretable fuzzy systems modeling with cooperation between expert and induced knowledge (Modelado de sistemas borrosos interpretables con cooperación entre conocimiento experto e inducido).
PhD thesis, 2007
Knowledge-based Intelligent Diagnosis of Ground Robot Collision with Non Detectable Obstacles.
J. Intell. Robotic Syst., 2007
Highly Interpretable Linguistic Knowledge Bases Optimization: Genetic Tuning versus Solis-Wetts. Looking for a Good Interpretability-accuracy Trade-off.
Proceedings of the FUZZ-IEEE 2007, 2007
2005
Integrating induced knowledge in an expert fuzzy-based system for intelligent motion analysis on ground robots.
Proceedings of the Joint 4th Conference of the European Society for Fuzzy Logic and Technology and the 11th Rencontres Francophones sur la Logique Floue et ses Applications, 2005
A Simplification Process of Linguistic Knowledge Bases.
Proceedings of the Joint 4th Conference of the European Society for Fuzzy Logic and Technology and the 11th Rencontres Francophones sur la Logique Floue et ses Applications, 2005
2004
KBCT: a knowledge extraction and representation tool for fuzzy logic based systems.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004