Anna Monreale

168 papers A* 7A 3B 14C 9Misc 1Journal 63Unranked 50
YearRankTypeTitle / Venue / Authors
2026 J jnl
Bounded-Abstention Multi-horizon Time-series Forecasting.
CoRR
Luca Stradiotti, Laurens Devos, Anna Monreale, Jesse Davis, Andrea Pugnana
2026 J jnl
Integrating Multimodal Learning and Explainable AI for Enhanced and Interpretable Prostate Lesion Classification.
Mach. Learn.
Claudio Giovannoni, Carlo Metta, Andrea Berti, Sara Colantonio, Anna Monreale, Francesca Pratesi, Salvatore Rinzivillo
2026 J jnl
Multimodal coordinated online behavior: Trade-offs and strategies.
Inf. Sci.
Lorenzo Mannocci, Stefano Cresci, Matteo Magnani, Anna Monreale, Maurizio Tesconi
2025 A conf
An Interpretable Data-Driven Unsupervised Approach for the Prevention of Forgotten Items.
ECAI
Luca Corbucci, Javier Alejandro Borges Legrottaglie, Francesco Spinnato, Anna Monreale, Riccardo Guidotti
2025 J jnl
An Interpretable Data-Driven Unsupervised Approach for the Prevention of Forgotten Items.
CoRR
Luca Corbucci, Javier Alejandro Borges Legrottaglie, Francesco Spinnato, Anna Monreale, Riccardo Guidotti
2025 — conf
Causal Synthetic Data Generation in Recruitment.
AEQUITAS@ECAI
Andrea Iommi, Antonio Mastropietro, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri
2025 J jnl
Causal Synthetic Data Generation in Recruitment.
CoRR
Andrea Iommi, Antonio Mastropietro, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri
2025 B conf
Counterfactual Explanations for Ranking in Algorithmic Hiring.
IEEE Big Data
Antonio Mastropietro, Riccardo Guidotti, Andrea Iommi, Anna Monreale, Salvatore Ruggieri
2025 B conf
Differentially Private FastSHAP for Federated Learning Model Explainability.
IJCNN
Valerio Bonsignori, Luca Corbucci, Francesca Naretto, Anna Monreale
2025 — ed.
Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part I
DS (1)
Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto
2025 — ed.
Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part II
DS (2)
Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto
2025 B conf
Enhancing Local Explanations with GAN-Based Neighborhood Generation.
DS
Luca Corbucci, Francesca Naretto, Anna Monreale
2025 J jnl
Evaluating the Privacy Exposure of Interpretable Global and Local Explainers.
Trans. Data Priv.
Francesca Naretto, Anna Monreale, Fosca Giannotti
2025 J jnl
Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model.
CoRR
Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli
2025 J jnl
FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation.
CoRR
Xenia Heilmann, Luca Corbucci, Mattia Cerrato, Anna Monreale
2025 J jnl
Improving Regulatory Oversight in Online Content Moderation.
CoRR
Benedetta Tessa, Denise Amram, Anna Monreale, Stefano Cresci
2025 J jnl
Multimodal Coordinated Online Behavior: Trade-offs and Strategies.
CoRR
Lorenzo Mannocci, Stefano Cresci, Matteo Magnani, Anna Monreale, Maurizio Tesconi
2025 — conf
Optimizing and Tuning Fairness in Machine Learning: An Augmented Lagrangian Method with a Performance Budget.
ECML/PKDD (1)
Michele Fontana, Francesca Naretto, Anna Monreale
2025 J jnl
Proceedings of the 3rd Italian Conference on Big Data and Data Science (ITADATA2024).
CoRR
Nicola Bena, Claudia Diamantini, Michela Natilli, Luigi Romano, Giovanni Stilo, Valentina Pansanella, Claudio A. Ardagna, Anna Monreale, Roberto Trasarti
2025 — conf
Talking Back - human input and explanations to interactive AI systems.
IUI Workshops
Alan J. Dix, Tommaso Turchi, Ben Wilson, Anna Monreale, Matt J. Roach
2025 J jnl
Talking Back - human input and explanations to interactive AI systems.
CoRR
Alan J. Dix, Tommaso Turchi, Ben Wilson, Anna Monreale, Matthew Roach
2025 J jnl
Workshop Scientific HPC in the pre-Exascale era (part of ITADATA 2024) Proceedings.
CoRR
Nicola Bena, Claudia Diamantini, Michela Natilli, Luigi Romano, Giovanni Stilo, Valentina Pansanella, Claudio A. Ardagna, Anna Monreale, Roberto Trasarti, Valentina Cesare, Gianluca Mittone, Emanuele De Rubeis, Alberto Vecchiato
2024 — conf
1st International Workshop on User-Centered Practices of Knowledge Discovery in Educational Data.
UMAP (Adjunct Publication)
Francesca Maridina Malloci, Paola Mejia-Domenzain, Agathe Merceron, Anna Monreale, Daniela Rotelli
2024 J jnl
Analyzing and explaining privacy risks on time series data: ongoing work and challenges.
SIGKDD Explor.
Tristan Allard, Hira Asghar, Gildas Avoine, Christophe Bobineau, Pierre Cauchois, Elisa Fromont, Anna Monreale, Francesca Naretto, Roberto Pellungrini, Francesca Pratesi, Marie-Christine Rousset, Antonin Voyez
2024 C conf
Balancing Act: Navigating the Privacy-Utility Spectrum in Principal Component Analysis.
SECRYPT
Saloni Kwatra, Anna Monreale, Francesca Naretto
2024 J jnl
Detection and Characterization of Coordinated Online Behavior: A Survey.
CoRR
Lorenzo Mannocci, Michele Mazza, Anna Monreale, Maurizio Tesconi, Stefano Cresci
2024 — conf
EMERGE - Emergent Awareness from Minimal Collectives.
ERF (1)
Davide Bacciu, Vincenzo Ambriola, Bahador Bahrami, Andrea Ceni, Andrea Cossu, Valerio De Caro, Cosimo Della Santina, Ophelia Deroy, Claudio Gallicchio, Riccardo Guidotti, Sabine Hauert, Simon Jones, Jurgis Karpus, Suet Lee, Jingyue Liu, Vincenzo Lomonaco, Nadine Meertens, Emma Milner, Anna Monreale, Renan Picoreti Nakahara, Mariano Ramírez Montero, Ebrahim Shahabi, Maximilian Stölzle
2024 C conf
Enhancing Privacy and Utility in Federated Learning: A Hybrid P2P and Server-Based Approach with Differential Privacy Protection.
SECRYPT
Luca Corbucci, Anna Monreale, Roberto Pellungrini
2024 — conf
Explainable AI in Time-Sensitive Scenarios: Prefetched Offline Explanation Model.
DS (2)
Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli
2024 J jnl
Explainable Authorship Identification in Cultural Heritage Applications.
ACM Journal on Computing and Cultural Heritage
Mattia Setzu, Silvia Corbara, Anna Monreale, Alejandro Moreo, Fabrizio Sebastiani
2024 J jnl
Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields.
IEEE Access
Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
2024 — conf
GLOR-FLEX: Local to Global Rule-Based EXplanations for Federated Learning.
FUZZ
Rami Haffar, Francesca Naretto, David Sánchez, Anna Monreale, Josep Domingo-Ferrer
2024 A* conf
Generative Model for Decision Trees.
AAAI
Riccardo Guidotti, Anna Monreale, Mattia Setzu, Giulia Volpi
2024 A conf
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning.
ECAI
Luca Corbucci, Mikko A. Heikkilä, David Solans Noguero, Anna Monreale, Nicolas Kourtellis
2024 J jnl
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning.
CoRR
Luca Corbucci, Mikko A. Heikkilä, David Solans Noguero, Anna Monreale, Nicolas Kourtellis
2024 — conf
Requirements of eXplainable AI in Algorithmic Hiring.
AIMMES
Andrea Beretta, Gianmario Ercoli, Alfonso Ferraro, Riccardo Guidotti, Andrea Iommi, Antonio Mastropietro, Anna Monreale, Daniela Rotelli, Salvatore Ruggieri
2024 J jnl
Stable and actionable explanations of black-box models through factual and counterfactual rules.
Data Min. Knowl. Discov.
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti
2024 J jnl
TrajectGuard: A Comprehensive Privacy-Risk Framework for Multiple-Aspects Trajectories.
IEEE Access
Fernanda Oliveira Gomes, Roberto Pellungrini, Anna Monreale, Chiara Renso, Jean Everson Martina
2024 J jnl
Understanding Any Time Series Classifier with a Subsequence-based Explainer.
ACM Trans. Knowl. Discov. Data
Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni, Dino Pedreschi, Fosca Giannotti
2023 J jnl
A Bag of Receptive Fields for Time Series Extrinsic Predictions.
CoRR
Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
2023 J jnl
A Survey on Privacy in Human Mobility.
Trans. Data Priv.
Anna Monreale, Roberto Pellungrini
2023 B conf
Agnostic Label-Only Membership Inference Attack.
NSS
Anna Monreale, Francesca Naretto, Simone Rizzo
2023 J jnl
An Explanation that LASTS: Understanding Any Time Series Classifier.
ERCIM News
Francesco Spinnato, Riccardo Guidotti, Anna Monreale
2023 — conf
Data Collection in Automotive: A Deep Analysis of Carmakers' Mobile App Privacy Policies.
ITSC
Chiara Bodei, Gianpiero Costantino, Marco De Vincenzi, Ilaria Matteucci, Anna Monreale
2023 J jnl
Explainable Authorship Identification in Cultural Heritage Applications: Analysis of a New Perspective.
CoRR
Mattia Setzu, Silvia Corbara, Anna Monreale, Alejandro Moreo, Fabrizio Sebastiani
2023 — conf
Explaining Black-Boxes in Federated Learning.
xAI (2)
Luca Corbucci, Riccardo Guidotti, Anna Monreale
2023 B conf
Geolet: An Interpretable Model for Trajectory Classification.
IDA
Cristiano Landi, Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
2023 — ed.
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), Roma, Italy, November 8, 2023.
XAI.it@AI*IA
Cataldo Musto, Riccardo Guidotti, Anna Monreale, Erasmo Purificato, Giovanni Semeraro
2023 — ed.
Proceedings of the Italia Intelligenza Artificiale - Thematic Workshops co-located with the 3rd CINI National Lab AIIS Conference on Artificial Intelligence (Ital IA 2023), Pisa, Italy, May 29-30, 2023.
Ital-IA
Fabrizio Falchi, Fosca Giannotti, Anna Monreale, Chiara Boldrini, Salvatore Rinzivillo, Sara Colantonio
2023 J jnl
Processing and Understanding Moodle Log Data and Their Temporal Dimension.
J. Learn. Anal.
Daniela Rotelli, Anna Monreale
2023 — ed.
Security and Privacy in Social Networks and Big Data - 9th International Symposium, SocialSec 2023, Canterbury, UK, August 14-16, 2023, Proceedings
SocialSec
Budi Arief, Anna Monreale, Michael Sirivianos, Shujun Li
2023 B conf
Semantic Enrichment of Explanations of AI Models for Healthcare.
DS
Luca Corbucci, Anna Monreale, Cecilia Panigutti, Michela Natilli, Simona Smiraglio, Dino Pedreschi
2023 J jnl
Session-Based Time-Window Identification in Virtual Learning Environments.
J. Learn. Anal.
Aleksandra Maslennikova, Daniela Rotelli, Anna Monreale
2023 — conf
The Trajectory Interval Forest Classifier for Trajectory Classification.
SIGSPATIAL/GIS
Cristiano Landi, Riccardo Guidotti, Mirco Nanni, Anna Monreale
2023 — conf
Trustworthy AI at KDD Lab.
Ital-IA
Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Dino Pedreschi, Roberto Pellungrini, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Mattia Setzu, Rosaria Deluca
2023 C conf
Vehicle Data Collection: A Privacy Policy Analysis and Comparison.
ICISSP
Chiara Bodei, Gianpiero Costantino, Marco De Vincenzi, Ilaria Matteucci, Anna Monreale
2022 — conf
A Modularized Framework for Explaining Black Box Classifiers for Text Data.
Canadian AI
Mahtab Sarvmaili, Riccardo Guidotti, Anna Monreale, Amílcar Soares, Zahra Sadeghi, Fosca Giannotti, Dino Pedreschi, Stan Matwin
2022 — conf
Detecting Addiction, Anxiety, and Depression by Users Psychometric Profiles.
WWW (Companion Volume)
Anna Monreale, Benedetta Iavarone, Elena Rossetto, Andrea Beretta
2022 — conf
Evaluating the Privacy Exposure of Interpretable Global Explainers.
CogMI
Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 J jnl
Human Response to an AI-Based Decision Support System: A User Study on the Effects of Accuracy and Bias.
CoRR
David Solans, Andrea Beretta, Manuel Portela, Carlos Castillo, Anna Monreale
2022 J jnl
Modeling Adversarial Behavior Against Mobility Data Privacy.
IEEE Trans. Intell. Transp. Syst.
Roberto Pellungrini, Luca Pappalardo, Filippo Simini, Anna Monreale
2022 — conf
Monitoring Fairness in HOLDA.
HHAI
Michele Fontana, Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 B conf
MulBot: Unsupervised Bot Detection Based on Multivariate Time Series.
IEEE Big Data
Lorenzo Mannocci, Stefano Cresci, Anna Monreale, Athina Vakali, Maurizio Tesconi
2022 J jnl
MulBot: Unsupervised Bot Detection Based on Multivariate Time Series.
CoRR
Lorenzo Mannocci, Stefano Cresci, Anna Monreale, Athina Vakali, Maurizio Tesconi
2022 — conf
Privacy Risk of Global Explainers.
HHAI
Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 — ed.
Proceedings of the 3rd Italian Workshop on Explainable Artificial Intelligence co-located with 21th International Conference of the Italian Association for Artificial Intelligence(AIxIA 2022), Udine, Italy, November 28 - December 3, 2022.
XAI.it@AI*IA
Cataldo Musto, Riccardo Guidotti, Anna Monreale, Giovanni Semeraro
2022 A conf
Time-on-Task Estimation by data-driven Outlier Detection based on Learning Activities.
LAK
Daniela Rotelli, Anna Monreale
2022 B conf
Uncovering Student Temporal Learning Patterns.
EC-TEL
Daniela Rotelli, Anna Monreale, Riccardo Guidotti
2022 C conf
Visual Analytics for Session-based Time-Windows Identification in Virtual Learning Environments.
IV
Aleksandra Maslennikova, Daniela Rotelli, Anna Monreale
2021 — conf
A modularized framework for explaining hierarchical attention networks on text classifiers.
Canadian AI
Mahtab Sarvmaili, Amílcar Soares, Riccardo Guidotti, Anna Monreale, Fosca Giannotti, Dino Pedreschi, Stan Matwin
2021 C conf
A new approach for cross-silo federated learning and its privacy risks.
PST
Michele Fontana, Francesca Naretto, Anna Monreale
2021 J jnl
An ethico-legal framework for social data science.
Int. J. Data Sci. Anal.
Nikolaus Forgó, Stefanie Hänold, Jeroen van den Hoven, Tina Krügel, Iryna V. Lishchuk, René Mahieu, Anna Monreale, Dino Pedreschi, Francesca Pratesi, David van Putten
2021 J jnl
Correction to: An ethico-legal framework for social data science.
Int. J. Data Sci. Anal.
Nikolaus Forgó, Stefanie Hänold, Jeroen van den Hoven, Tina Krügel, Iryna V. Lishchuk, René Mahieu, Anna Monreale, Dino Pedreschi, Francesca Pratesi, David van Putten
2021 B conf
Deriving a Single Interpretable Model by Merging Tree-Based Classifiers.
DS
Valerio Bonsignori, Riccardo Guidotti, Anna Monreale
2021 C conf
Designing Shapelets for Interpretable Data-Agnostic Classification.
AIES
Riccardo Guidotti, Anna Monreale
2021 — conf
From depression to suicidal discourse on Reddit.
IEEE BigData
Benedetta Iavarone, Anna Monreale
2021 J jnl
GLocalX - From Local to Global Explanations of Black Box AI Models.
Artif. Intell.
Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti
2021 J jnl
GLocalX - From Local to Global Explanations of Black Box AI Models.
CoRR
Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti
2021 J jnl
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment.
Ethics Inf. Technol.
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandè, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Paolo Ferragina, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, Kimmo Kaski, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Stan Matwin, David Megías Jiménez, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Fabio Pianesi, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Vicenç Torra, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
2021 — ed.
Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part I
PKDD/ECML Workshops (1)
Michael Kamp, Irena Koprinska, Adrien Bibal, Tassadit Bouadi, Benoît Frénay, Luis Galárraga, José Oramas, Linara Adilova, Yamuna Krishnamurthy, Bo Kang, Christine Largeron, Jefrey Lijffijt, Tiphaine Viard, Pascal Welke, Massimiliano Ruocco, Erlend Aune, Claudio Gallicchio, Gregor Schiele, Franz Pernkopf, Michaela Blott, Holger Fröning, Günther Schindler, Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo, Przemyslaw Biecek, Eirini Ntoutsi, Mykola Pechenizkiy, Bodo Rosenhahn, Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Tim Verbelen, Pedro M. Ferreira, Giuseppina Andresini, Donato Malerba, Ibéria Medeiros, Philippe Fournier-Viger, M. Saqib Nawaz, Sebastián Ventura, Meng Sun, Min Zhou, Valerio Bitetta, Ilaria Bordino, Andrea Ferretti, Francesco Gullo, Giovanni Ponti, Lorenzo Severini, Rita P. Ribeiro, João Gama, Ricard Gavaldà, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Damian Roqueiro, Diego Saldana Miranda, Konstantinos Sechidis, Guilherme Graça
2021 — ed.
Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2021, Virtual Event, September 13-17, 2021, Proceedings, Part II
PKDD/ECML Workshops (2)
Michael Kamp, Irena Koprinska, Adrien Bibal, Tassadit Bouadi, Benoît Frénay, Luis Galárraga, José Oramas, Linara Adilova, Yamuna Krishnamurthy, Bo Kang, Christine Largeron, Jefrey Lijffijt, Tiphaine Viard, Pascal Welke, Massimiliano Ruocco, Erlend Aune, Claudio Gallicchio, Gregor Schiele, Franz Pernkopf, Michaela Blott, Holger Fröning, Günther Schindler, Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo, Przemyslaw Biecek, Eirini Ntoutsi, Mykola Pechenizkiy, Bodo Rosenhahn, Christopher L. Buckley, Daniela Cialfi, Pablo Lanillos, Maxwell Ramstead, Tim Verbelen, Pedro M. Ferreira, Giuseppina Andresini, Donato Malerba, Ibéria Medeiros, Philippe Fournier-Viger, M. Saqib Nawaz, Sebastián Ventura, Meng Sun, Min Zhou, Valerio Bitetta, Ilaria Bordino, Andrea Ferretti, Francesco Gullo, Giovanni Ponti, Lorenzo Severini, Rita P. Ribeiro, João Gama, Ricard Gavaldà, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Damian Roqueiro, Diego Saldana Miranda, Konstantinos Sechidis, Guilherme Graça
2021 J jnl
Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals.
Entropy
Michele Resta, Anna Monreale, Davide Bacciu
2021 B conf
Privacy Risk Assessment of Individual Psychometric Profiles.
DS
Giacomo Mariani, Anna Monreale, Francesca Naretto
2021 — conf
TRIPLEx: Triple Extraction for Explanation.
CogMI
Mattia Setzu, Anna Monreale, Pasquale Minervini
2020 J jnl
Authenticated Outlier Mining for Outsourced Databases.
IEEE Trans. Dependable Secur. Comput.
Boxiang Dong, Hui Wang, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Wenge Guo
2020 J jnl
Black Box Explanation by Learning Image Exemplars in the Latent Feature Space.
CoRR
Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi
2020 A* conf
Data-Agnostic Local Neighborhood Generation.
ICDM
Riccardo Guidotti, Anna Monreale
2020 — ed.
ECML PKDD 2020 Workshops - Workshops of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML PKDD 2020): SoGood 2020, PDFL 2020, MLCS 2020, NFMCP 2020, DINA 2020, EDML 2020, XKDD 2020 and INRA 2020, Ghent, Belgium, September 14-18, 2020, Proceedings
PKDD/ECML Workshops
Irena Koprinska, Michael Kamp, Annalisa Appice, Corrado Loglisci, Luiza Antonie, Albrecht Zimmermann, Riccardo Guidotti, Özlem Özgöbek, Rita P. Ribeiro, Ricard Gavaldà, João Gama, Linara Adilova, Yamuna Krishnamurthy, Pedro M. Ferreira, Donato Malerba, Ibéria Medeiros, Michelangelo Ceci, Giuseppe Manco, Elio Masciari, Zbigniew W. Ras, Peter Christen, Eirini Ntoutsi, Erich Schubert, Arthur Zimek, Anna Monreale, Przemyslaw Biecek, Salvatore Rinzivillo, Benjamin Kille, Andreas Lommatzsch, Jon Atle Gulla
2020 — conf
Explaining Any Time Series Classifier.
CogMI
Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti
2020 A* conf
Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from Latent Representations.
AAAI
Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi
2020 — ch.
Explaining Multi-label Black-Box Classifiers for Health Applications.
Precision Health and Medicine
Cecilia Panigutti, Riccardo Guidotti, Anna Monreale, Dino Pedreschi
2020 J jnl
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment.
CoRR
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandè, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
2020 J jnl
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment.
Trans. Data Priv.
Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandè, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Paolo Ferragina, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, Kimmo Kaski, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Stan Matwin, David Megías, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Fabio Pianesi, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Vicenç Torra, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani
2020 J jnl
PRIMULE: Privacy risk mitigation for user profiles.
Data Knowl. Eng.
Francesca Pratesi, Lorenzo Gabrielli, Paolo Cintia, Anna Monreale, Fosca Giannotti
2020 B conf
Predicting and Explaining Privacy Risk Exposure in Mobility Data.
DS
Francesca Naretto, Roberto Pellungrini, Anna Monreale, Franco Maria Nardini, Mirco Musolesi
2019 J jnl
A Survey of Methods for Explaining Black Box Models.
ACM Comput. Surv.
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini, Fosca Giannotti, Dino Pedreschi
2019 — conf
Black Box Explanation by Learning Image Exemplars in the Latent Feature Space.
ECML/PKDD (1)
Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi
2019 — ed.
ECML PKDD 2018 Workshops - DMLE 2018 and IoTStream 2018, Dublin, Ireland, September 10-14, 2018, Revised Selected Papers
DMLE/IOTSTREAMING@PKDD/ECML
Anna Monreale, Carlos Alzate, Michael Kamp, Yamuna Krishnamurthy, Daniel Paurat, Moamar Sayed-Mouchaweh, Albert Bifet, João Gama, Rita P. Ribeiro
2019 — ed.
ECML PKDD 2018 Workshops - MIDAS 2018 and PAP 2018, Dublin, Ireland, September 10-14, 2018, Proceedings
MIDAS/PAP@PKDD/ECML
Carlos Alzate, Anna Monreale, Livio Bioglio, Valerio Bitetta, Ilaria Bordino, Guido Caldarelli, Andrea Ferretti, Riccardo Guidotti, Francesco Gullo, Stefano Pascolutti, Ruggero G. Pensa, Céline Robardet, Tiziano Squartini
2019 — ed.
ECML PKDD 2018 Workshops - Nemesis 2018, UrbReas 2018, SoGood 2018, IWAISe 2018, and Green Data Mining 2018, Dublin, Ireland, September 10-14, 2018, Proceedings
Nemesis/UrbReas/SoGood/IWAISe/GDM@PKDD/ECML
Carlos Alzate, Anna Monreale, Haytham Assem, Albert Bifet, Teodora Sandra Buda, Bora Caglayan, Brett Drury, Eva García-Martín, Ricard Gavaldà, Stefan Kramer, Niklas Lavesson, Michael Madden, Ian M. Molloy, Maria-Irina Nicolae, Mathieu Sinn
2019 — conf
Explainable AI.
CCIA
Anna Monreale
2019 J jnl
Factual and Counterfactual Explanations for Black Box Decision Making.
IEEE Intell. Syst.
Riccardo Guidotti, Anna Monreale, Fosca Giannotti, Dino Pedreschi, Salvatore Ruggieri, Franco Turini
2019 — conf
Global Explanations with Local Scoring.
PKDD/ECML Workshops (1)
Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini
2019 J jnl
Guest editors' foreword.
J. Log. Algebraic Methods Program.
Vashti Galpin, Paolo Milazzo, Anna Monreale
2019 — conf
Investigating Neighborhood Generation Methods for Explanations of Obscure Image Classifiers.
PAKDD (1)
Riccardo Guidotti, Anna Monreale, Leonardo Cariaggi
2019 A* conf
Meaningful Explanations of Black Box AI Decision Systems.
AAAI
Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini
2019 J jnl
The AI Black Box Explanation Problem.
ERCIM News
Riccardo Guidotti, Anna Monreale, Dino Pedreschi
2018 J jnl
A Data Mining Approach to Assess Privacy Risk in Human Mobility Data.
ACM Trans. Intell. Syst. Technol.
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale
2018 J jnl
A Survey Of Methods For Explaining Black Box Models.
CoRR
Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti
2018 — conf
Analyzing Privacy Risk in Human Mobility Data.
STAF Workshops
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale
2018 J jnl
Discovering temporal regularities in retail customers' shopping behavior.
EPJ Data Sci.
Riccardo Guidotti, Lorenzo Gabrielli, Anna Monreale, Dino Pedreschi, Fosca Giannotti
2018 — conf
Exploring Students Eating Habits Through Individual Profiling and Clustering Analysis.
MIDAS/PAP@PKDD/ECML
Michela Natilli, Anna Monreale, Riccardo Guidotti, Luca Pappalardo
2018 — ch.
How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science.
A Comprehensive Guide Through the Italian Database Research
Giuseppe Amato, Leonardo Candela, Donatella Castelli, Andrea Esuli, Fabrizio Falchi, Claudio Gennaro, Fosca Giannotti, Anna Monreale, Mirco Nanni, Pasquale Pagano, Luca Pappalardo, Dino Pedreschi, Francesca Pratesi, Fausto Rabitti, Salvatore Rinzivillo, Giulio Rossetti, Salvatore Ruggieri, Fabrizio Sebastiani, Maurizio Tesconi
2018 B conf
Learning Data Mining.
DSAA
Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo
2018 J jnl
Local Rule-Based Explanations of Black Box Decision Systems.
CoRR
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Dino Pedreschi, Franco Turini, Fosca Giannotti
2018 J jnl
Open the Black Box Data-Driven Explanation of Black Box Decision Systems.
CoRR
Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Salvatore Ruggieri, Franco Turini
2018 J jnl
PRUDEnce: a System for Assessing Privacy Risk vs Utility in Data Sharing Ecosystems.
Trans. Data Priv.
Francesca Pratesi, Anna Monreale, Roberto Trasarti, Fosca Giannotti, Dino Pedreschi, Tadashi Yanagihara
2018 — conf
Privacy Risk for Individual Basket Patterns.
MIDAS/PAP@PKDD/ECML
Roberto Pellungrini, Anna Monreale, Riccardo Guidotti
2018 — ch.
Privacy by Design for Mobility Data Analytics.
Handbook of Mobile Data Privacy
Francesca Pratesi, Anna Monreale, Dino Pedreschi
2017 A* conf
Clustering Individual Transactional Data for Masses of Users.
KDD
Riccardo Guidotti, Anna Monreale, Mirco Nanni, Fosca Giannotti, Dino Pedreschi
2017 — conf
Fast Estimation of Privacy Risk in Human Mobility Data.
SAFECOMP Workshops
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale
2017 J jnl
MyWay: Location prediction via mobility profiling.
Inf. Syst.
Roberto Trasarti, Riccardo Guidotti, Anna Monreale, Fosca Giannotti
2017 — ed.
Personal Analytics and Privacy. An Individual and Collective Perspective - First International Workshop, PAP 2017, Held in Conjunction with ECML PKDD 2017, Skopje, Macedonia, September 18, 2017, Revised Selected Papers
PAP@PKDD/ECML
Riccardo Guidotti, Anna Monreale, Dino Pedreschi, Serge Abiteboul
2017 — conf
Privacy Preserving Multidimensional Profiling.
GOODTECHS
Francesca Pratesi, Anna Monreale, Fosca Giannotti, Dino Pedreschi
2016 J jnl
Driving Profiles Computation and Monitoring for Car Insurance CRM.
ACM Trans. Intell. Syst. Technol.
Mirco Nanni, Roberto Trasarti, Anna Monreale, Valerio Grossi, Dino Pedreschi
2016 — ch.
Partition-Based Clustering Using Constraint Optimization.
Data Mining and Constraint Programming
Valerio Grossi, Tias Guns, Anna Monreale, Mirco Nanni, Siegfried Nijssen
2016 — conf
Privacy-Preserving Outsourcing of Data Mining.
COMPSAC Workshops
Anna Monreale, Wendy Hui Wang
2016 C conf
Privacy-Preserving Outsourcing of Pattern Mining of Event-Log Data - A Use-Case from Process Industry.
CloudCom
Alessandro Marrella, Anna Monreale, Benjamin Klöpper, Martin W. Krueger
2016 J jnl
Unveiling mobility complexity through complex network analysis.
Soc. Netw. Anal. Min.
Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti
2015 — conf
Clustering Formulation Using Constraint Optimization.
SEFM Workshops
Valerio Grossi, Anna Monreale, Mirco Nanni, Dino Pedreschi, Franco Turini
2015 J jnl
Discrimination- and privacy-aware patterns.
Data Min. Knowl. Discov.
Sara Hajian, Josep Domingo-Ferrer, Anna Monreale, Dino Pedreschi, Fosca Giannotti
2015 B conf
Quantification in social networks.
DSAA
Letizia Milli, Anna Monreale, Giulio Rossetti, Dino Pedreschi, Fosca Giannotti, Fabrizio Sebastiani
2014 — conf
A Privacy Risk Model for Trajectory Data.
IFIPTM
Anirban Basu, Anna Monreale, Juan Camilo Corena, Fosca Giannotti, Dino Pedreschi, Shinsaku Kiyomoto, Yutaka Miyake, Tadashi Yanagihara, Roberto Trasarti
2014 J jnl
Anonymity preserving sequential pattern mining.
Artif. Intell. Law
Anna Monreale, Dino Pedreschi, Ruggero G. Pensa, Fabio Pinelli
2014 C conf
CF-inspired Privacy-Preserving Prediction of Next Location in the Cloud.
CloudCom
Anirban Basu, Juan Camilo Corena, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Shinsaku Kiyomoto, Jaideep Vaidya, Yutaka Miyake
2014 Misc conf
Fair pattern discovery.
SAC
Sara Hajian, Anna Monreale, Dino Pedreschi, Josep Domingo-Ferrer, Fosca Giannotti
2014 J jnl
Privacy-by-design in big data analytics and social mining.
EPJ Data Sci.
Anna Monreale, Salvatore Rinzivillo, Francesca Pratesi, Fosca Giannotti, Dino Pedreschi
2014 — conf
Retrieving Points of Interest from Human Systematic Movements.
SEFM Workshops
Riccardo Guidotti, Anna Monreale, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti
2013 — ch.
Anonymity: A Comparison Between the Legal and Computer Science Perspectives.
European Data Protection
Sergio Mascetti, Anna Monreale, Annarita Ricci, Andrea Gerino
2013 J jnl
Evolving networks: Eras and turning points.
Intell. Data Anal.
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2013 — ch.
Mobility Data and Privacy.
Mobility Data
Fosca Giannotti, Anna Monreale, Dino Pedreschi
2013 J jnl
Multidimensional networks: foundations of structural analysis.
World Wide Web
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2013 — conf
On multidimensional network measures.
SEBD
Matteo Magnani, Anna Monreale, Giulio Rossetti, Fosca Giannotti
2013 — conf
Privacy-Aware Distributed Mobility Data Analytics.
SEBD
Francesca Pratesi, Anna Monreale, Hui Wang, Salvatore Rinzivillo, Dino Pedreschi, Gennady L. Andrienko, Natalia V. Andrienko
2013 — conf
Privacy-Preserving Distributed Movement Data Aggregation.
AGILE Conf.
Anna Monreale, Wendy Hui Wang, Francesca Pratesi, Salvatore Rinzivillo, Dino Pedreschi, Gennady L. Andrienko, Natalia V. Andrienko
2013 J jnl
Privacy-Preserving Mining of Association Rules From Outsourced Transaction Databases.
IEEE Syst. J.
Fosca Giannotti, Laks V. S. Lakshmanan, Anna Monreale, Dino Pedreschi, Wendy Hui Wang
2013 A* conf
Quantification Trees.
ICDM
Letizia Milli, Anna Monreale, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Fabrizio Sebastiani
2012 — conf
AUDIO: An Integrity
ECML/PKDD (2)
Ruilin Liu, Wendy Hui Wang, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Wenge Guo
2012 — conf
Classifying Trust/Distrust Relationships in Online Social Networks.
SocialCom/PASSAT
Giacomo Bachi, Michele Coscia, Anna Monreale, Fosca Giannotti
2012 — conf
Injecting Discrimination and Privacy Awareness Into Pattern Discovery.
ICDM Workshops
Sara Hajian, Anna Monreale, Dino Pedreschi, Josep Domingo-Ferrer, Fosca Giannotti
2012 — conf
Privacy-preserving Mining of Association Rules from Outsourced Transaction Databases.
SEBD
Fosca Giannotti, Laks V. S. Lakshmanan, Anna Monreale, Dino Pedreschi, Wendy Hui Wang
2011 J jnl
C-safety: a framework for the anonymization of semantic trajectories.
Trans. Data Priv.
Anna Monreale, Roberto Trasarti, Dino Pedreschi, Chiara Renso, Vania Bogorny
2011 B conf
Foundations of Multidimensional Network Analysis.
ASONAM
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2011 — —
Privacy by Design in Data Mining.
Anna Monreale
2011 — ch.
Privacy-Preserving Data Mining from Outsourced Databases.
Computers, Privacy and Data Protection
Fosca Giannotti, Laks V. S. Lakshmanan, Anna Monreale, Dino Pedreschi, Wendy Hui Wang
2011 J jnl
The pursuit of hubbiness: Analysis of hubs in large multidimensional networks.
J. Comput. Sci.
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2010 — conf
As Time Goes by: Discovering Eras in Evolving Social Networks.
PAKDD (1)
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2010 — conf
Discovering Eras in Evolving Social Networks (Extended Abstract).
SEBD
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2010 — conf
Exploring Real Mobility Data with M-Atlas.
ECML/PKDD (3)
Roberto Trasarti, Salvatore Rinzivillo, Fabio Pinelli, Mirco Nanni, Anna Monreale, Chiara Renso, Dino Pedreschi, Fosca Giannotti
2010 — conf
Location Prediction through Trajectory Pattern Mining (Extended Abstract).
SEBD
Anna Monreale, Fabio Pinelli, Roberto Trasarti, Fosca Giannotti
2010 J jnl
Movement Data Anonymity through Generalization.
Trans. Data Priv.
Anna Monreale, Gennady L. Andrienko, Natalia V. Andrienko, Fosca Giannotti, Dino Pedreschi, Salvatore Rinzivillo, Stefan Wrobel
2010 — conf
Preserving privacy in semantic-rich trajectories of human mobility.
SPRINGL
Anna Monreale, Roberto Trasarti, Chiara Renso, Dino Pedreschi, Vania Bogorny
2010 — conf
Towards discovery of eras in social networks.
ICDE Workshops
Michele Berlingerio, Michele Coscia, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2009 — conf
Anonymous Sequences from Trajectory Data.
SEBD
Ruggero G. Pensa, Anna Monreale, Fabio Pinelli, Dino Pedreschi
2009 — conf
Movement data anonymity through generalization.
SPRINGL
Gennady L. Andrienko, Natalia V. Andrienko, Fosca Giannotti, Anna Monreale, Dino Pedreschi
2009 A* conf
WhereNext: a location predictor on trajectory pattern mining.
KDD
Anna Monreale, Fabio Pinelli, Roberto Trasarti, Fosca Giannotti
2008 C conf
Location prediction within the mobility data analysis environment DAEDALUS.
MobiQuitous
Fabio Pinelli, Anna Monreale, Roberto Trasarti, Fosca Giannotti
2008 — conf
Pattern-Preserving k-Anonymization of Sequences and its Application to Mobil- ity Data Mining.
PiLBA
Ruggero G. Pensa, Anna Monreale, Fabio Pinelli, Dino Pedreschi