Francesco Marcelloni

ORCID

Publication Activity (10 Years)

Years Active: 1996-2025
Publications (10 Years): 74

Top Venues

Publications

José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Increasing trust in AI through privacy preservation and model explainability: Federated Learning of Fuzzy Regression Trees. Inf. Fusion 113 (2025)
Pietro Ducange, Michela Fazzolari, Francesco Marcelloni, Martina Marino, Roberta Matrella
Continuous Monitoring of Body Shaming Actions in Social Networks. EAIS (2024)
Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini
Consistent Post-Hoc Explainability in Federated Learning through Federated Fuzzy Clustering. FUZZ (2024)
Miriam Basile, Fabio Gibiino, Jacopo Cavazza, Paolo Semplici, Martina Cocco, Francesco Marcelloni, Alessio Bechini, Nicola Vanello
Unsupervised Learning of Speckle Removal from Real Ultrasound Acquisitions without Clean Data. MeMeA (2024)
Pietro Ducange, Michela Fazzolari, Francesco Marcelloni
Explainable Intrusion Detection System in IoT Scenarios: A Cross-Device Model Training and Evaluation for Traffic Classification. HICSS (2024)
Mattia Daole, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Trustworthy AI in Heterogeneous Settings: Federated Learning of Explainable Classifiers. FUZZ (2024)
Davide Fioriti, Nicoló Stevanato, Pietro Ducange, Francesco Marcelloni, Emanuela Colombo, Davide Poli
Data Platform Guidelines and Prototype for Microgrids and Energy Access: Matching Demand Profiles and Socio-Economic Data to Foster Project Development. IEEE Access 11 (2023)
Alessandro Bondielli, Pietro Dell'Oglio, Alessandro Lenci, Francesco Marcelloni, Lucia C. Passaro, Marco Sabbatini
MULTI-Fake-DetectiVE at EVALITA 2023: Overview of the MULTImodal Fake News Detection and VErification Task. EVALITA (2023)
Michela Fazzolari, Pietro Ducange, Francesco Marcelloni
An Explainable Intrusion Detection System for IoT Networks. FUZZ (2023)
Mattia Merluzzi, Tamás Borsos, Nandana Rajatheva, András A. Benczúr, Hamed Farhadi, Taha Yassine, Markus Dominik Mueck, Sokratis Barmpounakis, Emilio Calvanese Strinati, Dilin Dampahalage, Panagiotis Demestichas, Pietro Ducange, Miltiadis C. Filippou, Leonardo Gomes Baltar, Johan Haraldson, Leyli Karaçay, Dani Korpi, Vasiliki Lamprousi, Francesco Marcelloni, Jafar Mohammadi, Nuwanthika Rajapaksha, Alessandro Renda, Mikko A. Uusitalo
The Hexa-X Project Vision on Artificial Intelligence and Machine Learning-Driven Communication and Computation Co-Design for 6G. IEEE Access 11 (2023)
Mattia Daole, Alessio Schiavo, José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
OpenFL-XAI: Federated learning of explainable artificial intelligence models in Python. SoftwareX 23 (2023)
José Luis Corcuera Bárcena, Mattia Daole, Pietro Ducange, Francesco Marcelloni, Giovanni Nardini, Alessandro Renda, Giovanni Stea
Federated Learning of Explainable Artificial Intelligence Models: A Proof-of-Concept for Video-streaming Quality Forecasting in B5G/6G networks. xAI (Late-breaking Work, Demos, Doctoral Consortium) (2023)
José Luis Corcuera Bárcena, Pietro Ducange, Riccardo Gallo, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini
Experimental Assessment of Heterogeneous Fuzzy Regression Trees. IJCCI (2023)
José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini, Alessio Schiavo
Federated TSK Models for Predicting Quality of Experience in B5G/6G Networks. FUZZ (2023)
José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Giovanni Nardini, Alessandro Noferi, Alessandro Renda, Fabrizio Ruffini, Alessio Schiavo, Giovanni Stea, Antonio Virdis
Enabling federated learning of explainable AI models within beyond-5G/6G networks. Comput. Commun. 210 (2023)
José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini
Federated Learning of Explainable Artificial Intelligence Models for Predicting Parkinson's Disease Progression. xAI (1) (2023)
Pietro Dell'Oglio, Alessandro Bondielli, Francesco Marcelloni
A System to Support Readers in Automatically Acquiring Complete Summarized Information on an Event from Different Sources. Algorithms 16 (11) (2023)
Alessio Bechini, Mattia Daole, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
An Application for Federated Learning of XAI Models in Edge Computing Environments. FUZZ (2023)
Pietro Ducange, Francesco Marcelloni, Davide Micheli, Giovanni Nardini, Alessandro Renda, Dario Sabella, Giovanni Stea, Antonio Virdis
Trustworthy AI for Next Generation Networks: the Fed-XAI innovative paradigm from the Hexa-X EU Flagship Project. Ital-IA (2023)
Pietro Dell'Oglio, Alessandro Bondielli, Alessio Bechini, Francesco Marcelloni
Leveraging Sequence Mining for Robot Process Automation. ISDA (4) (2022)
José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini
Hoeffding Regression Trees for Forecasting Quality of Experience in B5G/6G Networks. OLUD@WCCI (2022)
Lucia C. Passaro, Alessandro Bondielli, Pietro Dell'Oglio, Alessandro Lenci, Francesco Marcelloni
In-context annotation of topic-oriented datasets of fake news: A case study on the notre-dame fire event. Inf. Sci. 615 (2022)
Alessandro Bondielli, Giuseppe Cancello Tortora, Pietro Ducange, Armando Macri, Francesco Marcelloni, Alessandro Renda
Online Monitoring of Stance from Tweets: The case of Green Pass in Italy. EAIS (2022)
Alessio Bechini, Alessandro Bondielli, José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
A News-Based Framework for Uncovering and Tracking City Area Profiles: Assessment in Covid-19 Setting. ACM Trans. Knowl. Discov. Data 16 (6) (2022)
Alessandro Renda, Pietro Ducange, Francesco Marcelloni, Dario Sabella, Miltiadis C. Filippou, Giovanni Nardini, Giovanni Stea, Antonio Virdis, Davide Micheli, Damiano Rapone, Leonardo Gomes Baltar
Federated Learning of Explainable AI Models in 6G Systems: Towards Secure and Automated Vehicle Networking. Inf. 13 (8) (2022)
Alessio Bechini, Francesco Marcelloni, Alessandro Renda
TSF-DBSCAN: A Novel Fuzzy Density-Based Approach for Clustering Unbounded Data Streams. IEEE Trans. Fuzzy Syst. 30 (3) (2022)
Alessio Bechini, José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Increasing Accuracy and Explainability in Fuzzy Regression Trees: An Experimental Analysis. FUZZ-IEEE (2022)
José Luis Corcuera Bárcena, Mattia Daole, Pietro Ducange, Francesco Marcelloni, Alessandro Renda, Fabrizio Ruffini, Alessio Schiavo
Fed-XAI: Federated Learning of Explainable Artificial Intelligence Models. XAI.it@AI*IA (2022)
José Luis Corcuera Bárcena, Pietro Ducange, Alessio Ercolani, Francesco Marcelloni, Alessandro Renda
An Approach to Federated Learning of Explainable Fuzzy Regression Models. FUZZ-IEEE (2022)
José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Giovanni Nardini, Alessandro Noferi, Alessandro Renda, Giovanni Stea, Antonio Virdis
Towards Trustworthy AI for QoE prediction in B5G/6G Networks. AI6G@WCCI (2022)
Alessio Bechini, Alessandro Bondielli, José Luis Corcuera Bárcena, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Mining the Stream of News for City Areas Profiling: a Case Study for the City of Rome. SMARTCOMP (2021)
Alessio Bechini, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Stance Analysis of Twitter Users: The Case of the Vaccination Topic in Italy. IEEE Intell. Syst. 36 (5) (2021)
Alessio Bechini, Alessandro Bondielli, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
Addressing Event-Driven Concept Drift in Twitter Stream: A Stance Detection Application. IEEE Access 9 (2021)
Alessandro Bondielli, Francesco Marcelloni
On the use of summarization and transformer architectures for profiling résumés. Expert Syst. Appl. 184 (2021)
Marco Barsacchi, Alessio Bechini, Francesco Marcelloni
Implicitly distributed fuzzy random forests. SAC (2021)
Alessandro Renda, Pietro Ducange, Gionatan Gallo, Francesco Marcelloni
XAI Models for Quality of Experience Prediction in Wireless Networks. FUZZ-IEEE (2021)
José Luis Corcuera Bárcena, Francesco Marcelloni, Alessandro Renda, Alessio Bechini, Pietro Ducange
A federated fuzzy c-means clustering algorithm. WILF (2021)
Pietro Ducange, Francesco Marcelloni, Riccardo Pecori
Fuzzy Hoeffding Decision Tree for Data Stream Classification. Int. J. Comput. Intell. Syst. 14 (1) (2021)
Marco Barsacchi, Alessio Bechini, Francesco Marcelloni
An analysis of boosted ensembles of binary fuzzy decision trees. Expert Syst. Appl. 154 (2020)
Gionatan Gallo, Vincenzo Ferrari, Francesco Marcelloni, Pietro Ducange
SK-MOEFS: A Library in Python for Designing Accurate and Explainable Fuzzy Models. IPMU (3) (2020)
Alessandro Bondielli, Pietro Ducange, Francesco Marcelloni
Exploiting Categorization of Online News for Profiling City Areas. EAIS (2020)
Lucia C. Passaro, Alessandro Bondielli, Alessandro Lenci, Francesco Marcelloni
UNIPI-NLE at CheckThat! 2020: Approaching Fact Checking from a Sentence Similarity Perspective Through the Lens of Transformers. CLEF (Working Notes) (2020)
Pietro Ducange, Michela Fazzolari, Francesco Marcelloni
An overview of recent distributed algorithms for learning fuzzy models in Big Data classification. J. Big Data 7 (1) (2020)
Eleonora D'Andrea, Beatrice Lazzerini, Francesco Marcelloni
A System for Multi-Passenger Urban Ridesharing Recommendations with Ordered Multiple Stops. Comput. J. 63 (5) (2020)
Alessio Bechini, Martina Criscione, Pietro Ducange, Francesco Marcelloni, Alessandro Renda
FDBSCAN-APT: A Fuzzy Density-based Clustering Algorithm with Automatic Parameter Tuning. FUZZ-IEEE (2020)
Eleonora D'Andrea, Pietro Ducange, Alessio Bechini, Alessandro Renda, Francesco Marcelloni
Monitoring the public opinion about the vaccination topic from tweets analysis. Expert Syst. Appl. 116 (2019)
Riccardo Pecori, Pietro Ducange, Francesco Marcelloni
Incremental Learning of Fuzzy Decision Trees for Streaming Data Classification. EUSFLAT Conf. (2019)
Marco Barsacchi, Alessio Bechini, Pietro Ducange, Francesco Marcelloni
Optimizing Partition Granularity, Membership Function Parameters, and Rule Bases of Fuzzy Classifiers for Big Data by a Multi-objective Evolutionary Approach. Cogn. Comput. 11 (3) (2019)
Alessandro Bondielli, Francesco Marcelloni
A Data-Driven Approach to Automatic Extraction of Professional Figure Profiles from Résumés. IDEAL (1) (2019)
Andrea Aliperti, Alessio Bechini, Francesco Marcelloni, Alessandro Renda
A Fuzzy Density-based Clustering Algorithm for Streaming Data. FUZZ-IEEE (2019)
Alessandro Bondielli, Francesco Marcelloni
A survey on fake news and rumour detection techniques. Inf. Sci. 497 (2019)
Hend Amraoui, Mourad Elloumi, Francesco Marcelloni, Faouzi Mhamdi, Davide Verzotto
Theoretical and Practical Analyses in Metagenomic Sequence Classification. DEXA Workshops (2019)
Alberto Fernández, Francisco Herrera, Oscar Cordón, María José del Jesus, Francesco Marcelloni
Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to? IEEE Comput. Intell. Mag. 14 (1) (2019)
Livio Cascone, Pietro Ducange, Francesco Marcelloni
Exploiting Online Newspaper Articles Metadata for Profiling City Areas. IDEAL (2) (2019)
Alessandro Renda, Marco Barsacchi, Alessio Bechini, Francesco Marcelloni
Comparing ensemble strategies for deep learning: An application to facial expression recognition. Expert Syst. Appl. 136 (2019)
Eleonora D'Andrea, Pietro Ducange, Danilo Loffreno, Francesco Marcelloni, Tommaso Zaccone
Smart Profiling of City Areas Based on Web Data. SMARTCOMP (2018)
Javier Cózar, Francesco Marcelloni, José A. Gámez, Luis de la Ossa
Building efficient fuzzy regression trees for large scale and high dimensional problems. J. Big Data 5 (2018)
Alessandro Renda, Marco Barsacchi, Alessio Bechini, Francesco Marcelloni
Assessing Accuracy of Ensemble Learning for Facial Expression Recognition with CNNs. LOD (2018)
Claudia d'Amato, Francesco Marcelloni, Rudi Studer
Journal Track Chairs' Welcome & Organization. WWW (Companion Volume) (2018)
Armando Segatori, Francesco Marcelloni, Witold Pedrycz
On Distributed Fuzzy Decision Trees for Big Data. IEEE Trans. Fuzzy Syst. 26 (1) (2018)
Armando Segatori, Alessio Bechini, Pietro Ducange, Francesco Marcelloni
A Distributed Fuzzy Associative Classifier for Big Data. IEEE Trans. Cybern. 48 (9) (2018)
Eleonora D'Andrea, Francesco Marcelloni
Detection of traffic congestion and incidents from GPS trace analysis. Expert Syst. Appl. 73 (2017)
Pietro Ducange, Giuseppe Mannara, Francesco Marcelloni
Multi-objective evolutionary granular rule-based classifiers: An experimental comparison. FUZZ-IEEE (2017)
Marco Barsacchi, Alessio Bechini, Francesco Marcelloni
Multi-class boosting with fuzzy decision trees. FUZZ-IEEE (2017)
Andrea Ferranti, Francesco Marcelloni, Armando Segatori, Michela Antonelli, Pietro Ducange
A distributed approach to multi-objective evolutionary generation of fuzzy rule-based classifiers from big data. Inf. Sci. 415 (2017)
Michela Antonelli, Dario Bernardo, Hani Hagras, Francesco Marcelloni
Multiobjective Evolutionary Optimization of Type-2 Fuzzy Rule-Based Systems for Financial Data Classification. IEEE Trans. Fuzzy Syst. 25 (2) (2017)
Pietro Ducange, Giuseppe Mannara, Francesco Marcelloni, Riccardo Pecori, Massimo Vecchio
A novel approach for internet traffic classification based on multi-objective evolutionary fuzzy classifiers. FUZZ-IEEE (2017)
Alessio Bechini, Adriano Donato De Matteis, Francesco Marcelloni, Armando Segatori
Spreading fuzzy random forests with MapReduce. SMC (2016)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni, Armando Segatori
On the influence of feature selection in fuzzy rule-based regression model generation. Inf. Sci. 329 (2016)
Marco Cococcioni, Beatrice Lazzerini, Francesco Marcelloni, Francesco Pistolesi
Solving the environmental economic dispatch problem with prohibited operating zones in microgrids using NSGA-II and TOPSIS. SAC (2016)
Andrea Ferranti, Francesco Marcelloni, Armando Segatori
A Multi-objective evolutionary fuzzy system for big data. FUZZ-IEEE (2016)
Eleonora D'Andrea, Francesco Marcelloni
Incident Detection by Spatiotemporal Analysis of GPS Data. SMARTCOMP (2016)
Alessio Bechini, Francesco Marcelloni, Armando Segatori
A MapReduce solution for associative classification of big data. Inf. Sci. 332 (2016)
Eleonora D'Andrea, David Di Lorenzo, Beatrice Lazzerini, Francesco Marcelloni, Fabio Schoen
Path Clustering Based on a Novel Dissimilarity Function for Ride-Sharing Recommenders. SMARTCOMP (2016)
Gloria Ciavarrini, Francesco Marcelloni, Alessio Vecchio
Improving Wi-Fi Based Localization Using External Constraints. NGMAST (2015)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni, Armando Segatori
A novel associative classification model based on a fuzzy frequent pattern mining algorithm. Expert Syst. Appl. 42 (4) (2015)
Pietro Ducange, Francesco Marcelloni, Armando Segatori
A MapReduce-based fuzzy associative classifier for big data. FUZZ-IEEE (2015)
Adriano Donato De Matteis, Francesco Marcelloni, Armando Segatori
A new approach to fuzzy random forest generation. FUZZ-IEEE (2015)
Eleonora D'Andrea, Pietro Ducange, Beatrice Lazzerini, Francesco Marcelloni
Real-Time Detection of Traffic From Twitter Stream Analysis. IEEE Trans. Intell. Transp. Syst. 16 (4) (2015)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
A fast and efficient multi-objective evolutionary learning scheme for fuzzy rule-based classifiers. Inf. Sci. 283 (2014)
Francesco Marcelloni, Daniele Puccinelli, Alessio Vecchio
Special issue on sensing and mobility in pervasive computing. J. Ambient Intell. Humaniz. Comput. 5 (3) (2014)
Pietro Ducange, Francesco Marcelloni, Michela Antonelli
A Novel Approach Based on Finite-State Machines with Fuzzy Transitions for Nonintrusive Home Appliance Monitoring. IEEE Trans. Ind. Informatics 10 (2) (2014)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
An experimental study on evolutionary fuzzy classifiers designed for managing imbalanced datasets. Neurocomputing 146 (2014)
Mario G. C. A. Cimino, Beatrice Lazzerini, Francesco Marcelloni, Witold Pedrycz
Genetic interval neural networks for granular data regression. Inf. Sci. 257 (2014)
Giovanna Castellano, Mario G. C. A. Cimino, Anna Maria Fanelli, Beatrice Lazzerini, Francesco Marcelloni, Maria Alessandra Torsello
A multi-agent system for enabling collaborative situation awareness via position-based stigmergy and neuro-fuzzy learning. Neurocomputing 135 (2014)
Massimo Vecchio, Raffaele Giaffreda, Francesco Marcelloni
Adaptive Lossless Entropy Compressors for Tiny IoT Devices. IEEE Trans. Wirel. Commun. 13 (2) (2014)
Giuseppe Anastasi, Paolo Bruschi, Francesco Marcelloni
‘U-Sense', A Cooperative Sensing System for Monitoring Air Quality in Urban Areas. ERCIM News 2014 (98) (2014)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni, Armando Segatori
Evolutionary fuzzy classifiers for imbalanced datasets: An experimental comparison. IFSA/NAFIPS (2013)
Massimo Vecchio, Swaytha Sasidharan, Francesco Marcelloni, Raffaele Giaffreda
Reconfiguration of environmental data compression parameters through cognitive IoT technologies. WiMob (2013)
Alessio Bechini, Francesco Marcelloni, Armando Segatori
A mobile application leveraging QR-codes to support efficient urban parking. SustainIT (2013)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
An efficient multi-objective evolutionary fuzzy system for regression problems. Int. J. Approx. Reason. 54 (9) (2013)
Giuseppe Anastasi, Michela Antonelli, Alessio Bechini, Simone Brienza, Eleonora D'Andrea, Domenico De Guglielmo, Pietro Ducange, Beatrice Lazzerini, Francesco Marcelloni, Armando Segatori
Urban and social sensing for sustainable mobility in smart cities. SustainIT (2013)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
Feature Selection Based on Fuzzy Mutual Information. WILF (2013)
Giovanna Castellano, Mario G. C. A. Cimino, Anna Maria Fanelli, Beatrice Lazzerini, Francesco Marcelloni, Maria Alessandra Torsello
A collaborative situation-aware scheme based on an emergent paradigm for mobile resource recommenders. J. Ambient Intell. Humaniz. Comput. 4 (4) (2013)
Michela Fazzolari, Bruno Giglio, Rafael Alcalá, Francesco Marcelloni, Francisco Herrera
A study on the application of instance selection techniques in genetic fuzzy rule-based classification systems: Accuracy-complexity trade-off. Knowl. Based Syst. 54 (2013)
Massimo Vecchio, Roberto López-Valcarce, Francesco Marcelloni
A two-objective evolutionary approach based on topological constraints for node localization in wireless sensor networks. Appl. Soft Comput. 12 (7) (2012)
Mario G. C. A. Cimino, Beatrice Lazzerini, Francesco Marcelloni, Alessandro Ciaramella
An adaptive rule-based approach for managing situation-awareness. Expert Syst. Appl. 39 (12) (2012)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
Genetic Training Instance Selection in Multiobjective Evolutionary Fuzzy Systems: A Coevolutionary Approach. IEEE Trans. Fuzzy Syst. 20 (2) (2012)
Mario G. C. A. Cimino, Francesco Marcelloni
An efficient model-based methodology for developing device-independent mobile applications. J. Syst. Archit. 58 (8) (2012)
Michela Antonelli, Pietro Ducange, Francesco Marcelloni
Multi-objective evolutionary rule and condition selection for designing fuzzy rule-based classifiers. FUZZ-IEEE (2012)

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Publication Activity (10 Years)

Top Topics

Top Venues

Francesco Marcelloni