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ORCIDFosca Giannotti
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- affiliation: National Research Council, Italy
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2020 – today
- 2024
[j72]Roberta Calegari
, Fosca Giannotti, Francesca Pratesi, Michela Milano:
Introduction to Special Issue on Trustworthy Artificial Intelligence. ACM Comput. Surv. 56(7): 162:1-162:3 (2024)- [j71]Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Fosca Giannotti:
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges. ACM Comput. Surv. 56(7): 171:1-171:37 (2024) - [j70]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti:
Stable and actionable explanations of black-box models through factual and counterfactual rules. Data Min. Knowl. Discov. 38(5): 2825-2862 (2024) - [j69]Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni, Dino Pedreschi, Fosca Giannotti:
Understanding Any Time Series Classifier with a Subsequence-based Explainer. ACM Trans. Knowl. Discov. Data 18(2): 36:1-36:34 (2024) - [c177]Paulo Bruno S. Serafim, Pierluigi Crescenzi, Gizem Gezici, Eleonora Cappuccio, Salvatore Rinzivillo, Fosca Giannotti:
Exploring Large Language Models Capabilities to Explain Decision Trees. HHAI 2024: 64-72 - [c176]Guillermo Fernández, Riccardo Guidotti, Fosca Giannotti, Mattia Setzu, Juan A. Aledo, José A. Gámez, José Miguel Puerta:
FLocalX - Local to Global Fuzzy Explanations for Black Box Classifiers. IDA (2) 2024: 197-209 - [c175]Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti:
Interpretable and Fair Mechanisms for Abstaining Classifiers. ECML/PKDD (7) 2024: 416-433 - [i35]Clara Punzi, Roberto Pellungrini, Mattia Setzu, Fosca Giannotti, Dino Pedreschi:
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems. CoRR abs/2402.06287 (2024) - [i34]Luca Pappalardo, Emanuele Ferragina, Salvatore Citraro, Giuliano Cornacchia, Mirco Nanni, Giulio Rossetti, Gizem Gezici, Fosca Giannotti, Margherita Lalli, Daniele Gambetta, Giovanni Mauro, Virginia Morini, Valentina Pansanella, Dino Pedreschi:
A survey on the impact of AI-based recommenders on human behaviours: methodologies, outcomes and future directions. CoRR abs/2407.01630 (2024) - 2023
- [j68]Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo:
Benchmarking and survey of explanation methods for black box models. Data Min. Knowl. Discov. 37(5): 1719-1778 (2023) - [j67]Jisu Kim, Francesca Pratesi, Giulio Rossetti, Alina Sîrbu, Fosca Giannotti:
Where do migrants and natives belong in a community: a Twitter case study and privacy risk analysis. Soc. Netw. Anal. Min. 13(1): 15 (2023) - [j66]Cecilia Panigutti, Andrea Beretta, Daniele Fadda, Fosca Giannotti, Dino Pedreschi, Alan Perotti, Salvatore Rinzivillo:
Co-design of Human-centered, Explainable AI for Clinical Decision Support. ACM Trans. Interact. Intell. Syst. 13(4): 21:1-21:35 (2023) - [c174]Nafis Irtiza Tripto, Adaku Uchendu, Thai Le, Mattia Setzu, Fosca Giannotti, Dongwon Lee:
HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis. EMNLP (Findings) 2023: 13706-13724 - [c173]Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Dino Pedreschi, Roberto Pellungrini, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Mattia Setzu, Rosaria Deluca:
Trustworthy AI at KDD Lab. Ital-IA 2023: 388-393 - [c172]Martina Cinquini, Fosca Giannotti, Riccardo Guidotti, Andrea Mattei:
Handling Missing Values in Local Post-hoc Explainability. xAI (2) 2023: 256-278 - [c171]Clara Punzi, Aleksandra Maslennikova, Gizem Gezici, Roberto Pellungrini, Fosca Giannotti:
Explaining Socio-Demographic and Behavioral Patterns of Vaccination Against the Swine Flu (H1N1) Pandemic. xAI (2) 2023: 621-635 - [e6]Fabrizio Falchi, Fosca Giannotti, Anna Monreale, Chiara Boldrini, Salvatore Rinzivillo, Sara Colantonio:
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. CEUR Workshop Proceedings 3486, CEUR-WS.org 2023 [contents] - [i33]Martina Cinquini, Fosca Giannotti, Riccardo Guidotti:
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery. CoRR abs/2301.07427 (2023) - [i32]Dino Pedreschi, Luca Pappalardo, Ricardo Baeza-Yates, Albert-László Barabási, Frank Dignum, Virginia Dignum, Tina Eliassi-Rad, Fosca Giannotti, János Kertész, Alistair Knott, Yannis E. Ioannidis, Paul Lukowicz, Andrea Passarella, Alex 'Sandy' Pentland, John Shawe-Taylor, Alessandro Vespignani:
Social AI and the Challenges of the Human-AI Ecosystem. CoRR abs/2306.13723 (2023) - [i31]Nafis Irtiza Tripto, Adaku Uchendu, Thai Le, Mattia Setzu, Fosca Giannotti, Dongwon Lee:
HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis. CoRR abs/2310.16746 (2023) - 2022
- [j65]Vasiliki Voukelatou, Ioanna Miliou, Fosca Giannotti, Luca Pappalardo:
Understanding peace through the world news. EPJ Data Sci. 11(1): 2 (2022) - [j64]Jisu Kim, Alina Sîrbu, Fosca Giannotti, Giulio Rossetti, Hillel Rapoport:
Origin and destination attachment: study of cultural integration on Twitter. EPJ Data Sci. 11(1): 55 (2022) - [c170]Mahtab Sarvmaili, Riccardo Guidotti, Anna Monreale, Amílcar Soares, Zahra Sadeghi, Fosca Giannotti, Dino Pedreschi, Stan Matwin:
A Modularized Framework for Explaining Black Box Classifiers for Text Data. Canadian AI 2022 - [c169]Francesca Naretto, Francesco Bodria, Fosca Giannotti, Dino Pedreschi:
Benchmark Analysis of Black Box Local Explanation Methods. XAI.it@AI*IA 2022: 73-87 - [c168]Fosca Giannotti:
Explainable Machine Learning for Trustworthy AI. CCIA 2022: 3 - [c167]Cecilia Panigutti, Andrea Beretta, Fosca Giannotti, Dino Pedreschi:
Understanding the impact of explanations on advice-taking: a user study for AI-based clinical Decision Support Systems. CHI 2022: 568:1-568:9 - [c166]Francesca Naretto, Anna Monreale, Fosca Giannotti:
Evaluating the Privacy Exposure of Interpretable Global Explainers. CogMI 2022: 13-19 - [c165]Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi:
Interpretable Latent Space to Enable Counterfactual Explanations. DS 2022: 525-540 - [c164]Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi:
Transparent Latent Space Counterfactual Explanations for Tabular Data. DSAA 2022: 1-10 - [c163]Michele Fontana, Francesca Naretto, Anna Monreale, Fosca Giannotti:
Monitoring Fairness in HOLDA. HHAI 2022: 246-248 - [c162]Francesca Naretto, Anna Monreale, Fosca Giannotti:
Privacy Risk of Global Explainers. HHAI 2022: 249-251 - [c161]Francesco Bodria, Salvatore Rinzivillo, Daniele Fadda, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi:
Explaining Black Box with Visual Exploration of Latent Space. EuroVis (Short Papers) 2022: 85-89 - [i30]Laura Pollacci, Alina Sîrbu, Fosca Giannotti, Dino Pedreschi:
Measuring the Salad Bowl: Superdiversity on Twitter. CoRR abs/2204.10646 (2022) - [i29]Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Fosca Giannotti:
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation. CoRR abs/2210.12089 (2022) - 2021
- [j63]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. Artif. Intell. 294: 103457 (2021) - [j62]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:
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. Ethics Inf. Technol. 23(S1): 1-6 (2021) - [j61]Can Wang, Fosca Giannotti, Longbing Cao:
Learning Complex Couplings and Interactions. IEEE Intell. Syst. 36(1): 3-5 (2021) - [j60]Valerio Grossi, Fosca Giannotti, Dino Pedreschi, Paolo Manghi, Pasquale Pagano, Massimiliano Assante:
Data science: a game changer for science and innovation. Int. J. Data Sci. Anal. 11(4): 263-278 (2021) - [j59]Gennady L. Andrienko, Natalia V. Andrienko, Chiara Boldrini, Guido Caldarelli, Paolo Cintia, Stefano Cresci, Angelo Facchini, Fosca Giannotti, Aristides Gionis, Riccardo Guidotti, Michael Mathioudakis, Cristina Ioana Muntean, Luca Pappalardo, Dino Pedreschi, Evangelos Pournaras, Francesca Pratesi, Maurizio Tesconi, Roberto Trasarti:
(So) Big Data and the transformation of the city. Int. J. Data Sci. Anal. 11(4): 311-340 (2021) - [j58]Alina Sîrbu, Gennady L. Andrienko, Natalia V. Andrienko, Chiara Boldrini, Marco Conti, Fosca Giannotti, Riccardo Guidotti, Simone Bertoli, Jisu Kim, Cristina Ioana Muntean, Luca Pappalardo, Andrea Passarella, Dino Pedreschi, Laura Pollacci, Francesca Pratesi, Rajesh Sharma:
Human migration: the big data perspective. Int. J. Data Sci. Anal. 11(4): 341-360 (2021) - [j57]Alina Sîrbu, Gennady L. Andrienko, Natalia V. Andrienko, Chiara Boldrini, Marco Conti, Fosca Giannotti, Riccardo Guidotti, Simone Bertoli, Jisu Kim, Cristina Ioana Muntean, Luca Pappalardo, Andrea Passarella, Dino Pedreschi, Laura Pollacci, Francesca Pratesi, Rajesh Sharma:
Correction to: Human migration: the big data perspective. Int. J. Data Sci. Anal. 12(1): 77 (2021) - [j56]Ioanna Miliou, Xinyue Xiong, Salvatore Rinzivillo, Qian Zhang, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Alessandro Vespignani:
Predicting seasonal influenza using supermarket retail records. PLoS Comput. Biol. 17(7) (2021) - [c160]Fosca Giannotti, Francesca Naretto, Francesco Bodria:
Explainable for Trustworthy AI. ACAI 2021: 175-195 - [c159]Mahtab Sarvmaili, Amílcar Soares, Riccardo Guidotti, Anna Monreale, Fosca Giannotti, Dino Pedreschi, Stan Matwin:
A modularized framework for explaining hierarchical attention networks on text classifiers. Canadian AI 2021 - [c158]Martina Cinquini, Fosca Giannotti, Riccardo Guidotti:
Boosting Synthetic Data Generation with Effective Nonlinear Causal Discovery. CogMI 2021: 54-63 - [c157]Jisu Kim, Alina Sîrbu, Giulio Rossetti, Fosca Giannotti:
Characterising Different Communities of Twitter Users: Migrants and Natives. COMPLEX NETWORKS 2021: 130-141 - [c156]Fosca Giannotti:
Explainable Machine Learning for Trustworthy AI. ICAART (1) 2021: 11 - [c155]Albrecht Schmidt, Fosca Giannotti, Wendy E. Mackay, Ben Shneiderman, Kaisa Väänänen:
Artificial Intelligence for Humankind: A Panel on How to Create Truly Interactive and Human-Centered AI for the Benefit of Individuals and Society. INTERACT (5) 2021: 335-339 - [p12]Raja Chatila, Virginia Dignum, Michael Fisher, Fosca Giannotti, Katharina Morik, Stuart Russell, Karen Yeung:
Trustworthy AI. Reflections on Artificial Intelligence for Humanity 2021: 13-39 - [i28]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. CoRR abs/2101.07685 (2021) - [i27]Jisu Kim, Alina Sîrbu, Giulio Rossetti, Fosca Giannotti, Hillel Rapoport:
Home and destination attachment: study of cultural integration on Twitter. CoRR abs/2102.11398 (2021) - [i26]Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo:
Benchmarking and Survey of Explanation Methods for Black Box Models. CoRR abs/2102.13076 (2021) - [i25]Jisu Kim, Alina Sîrbu, Fosca Giannotti, Giulio Rossetti:
Characterising different communities of Twitter users: Migrants and natives. CoRR abs/2103.03710 (2021) - [i24]Vasiliki Voukelatou, Ioanna Miliou, Fosca Giannotti, Luca Pappalardo:
Understanding peacefulness through the world news. CoRR abs/2106.00306 (2021) - [i23]Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti:
Explainable Deep Image Classifiers for Skin Lesion Diagnosis. CoRR abs/2111.11863 (2021) - 2020
- [j55]Francesca Pratesi, Lorenzo Gabrielli, Paolo Cintia, Anna Monreale, Fosca Giannotti:
PRIMULE: Privacy risk mitigation for user profiles. Data Knowl. Eng. 125: 101786 (2020) - [j54]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:
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. Trans. Data Priv. 13(1): 61-66 (2020) - [j53]Boxiang Dong, Hui Wang, Anna Monreale, Dino Pedreschi, Fosca Giannotti, Wenge Guo:
Authenticated Outlier Mining for Outsourced Databases. IEEE Trans. Dependable Secur. Comput. 17(2): 222-235 (2020) - [c154]Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti:
Explaining Any Time Series Classifier. CogMI 2020: 167-176 - [c153]Vasiliki Voukelatou, Luca Pappalardo, Ioanna Miliou, Lorenzo Gabrielli, Fosca Giannotti:
Estimating countries' peace index through the lens of the world news as monitored by GDELT. DSAA 2020: 216-225 - [c152]Jisu Kim, Alina Sîrbu, Fosca Giannotti, Lorenzo Gabrielli:
Digital Footprints of International Migration on Twitter. IDA 2020: 274-286 - [c151]Riccardo Guidotti, Mirco Nanni, Fosca Giannotti, Dino Pedreschi, Simone Bertoli, Biagio Speciale, Hillel Rapoport:
Measuring Immigrants Adoption of Natives Shopping Consumption with Machine Learning. ECML/PKDD (5) 2020: 369-385 - [c150]Francesca Naretto, Roberto Pellungrini, Franco Maria Nardini, Fosca Giannotti:
Prediction and Explanation of Privacy Risk on Mobility Data with Neural Networks. PKDD/ECML Workshops 2020: 501-516 - [e5]Samin Aref, Kalina Bontcheva, Marco Braghieri, Frank Dignum, Fosca Giannotti, Francesco Grisolia, Dino Pedreschi:
Social Informatics - 12th International Conference, SocInfo 2020, Pisa, Italy, October 6-9, 2020, Proceedings. Lecture Notes in Computer Science 12467, Springer 2020, ISBN 978-3-030-60974-0 [contents] - [i22]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:
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. CoRR abs/2004.05222 (2020) - [i21]Pietro Bonato, Paolo Cintia, Francesco Fabbri, Daniele Fadda, Fosca Giannotti, Pier Luigi Lopalco, Sara Mazzilli, Mirco Nanni, Luca Pappalardo, Dino Pedreschi, Francesco Penone, Salvatore Rinzivillo, Giulio Rossetti, Marcello Savarese, Lara Tavoschi:
Mobile phone data analytics against the COVID-19 epidemics in Italy: flow diversity and local job markets during the national lockdown. CoRR abs/2004.11278 (2020) - [i20]Paolo Cintia, Daniele Fadda, Fosca Giannotti, Luca Pappalardo, Giulio Rossetti, Dino Pedreschi, Salvo Rinzivillo, Pietro Bonato, Francesco Fabbri, Francesco Penone, Marcello Savarese, Daniele Checchi, Francesca Chiaromonte, Paolo Vineis, Giorgio Guzzetta, Flavia Riccardo, Valentina Marziano, Piero Poletti, Filippo Trentini, Antonino Bella, Xanthi Andrianou, Martina Del Manso, Massimo Fabiani, Stefania Bellino, Stefano Boros, Alberto Mateo Urdiales, Maria Fenicia Vescio, Silvio Brusaferro, Giovanni Rezza, Patrizio Pezzotti, Marco Ajelli, Stefano Merler:
The relationship between human mobility and viral transmissibility during the COVID-19 epidemics in Italy. CoRR abs/2006.03141 (2020) - [i19]Ioanna Miliou, Xinyue Xiong, Salvatore Rinzivillo, Qian Zhang, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Alessandro Vespignani:
Predicting seasonal influenza using supermarket retail records. CoRR abs/2012.04651 (2020)
2010 – 2019
- 2019
- [j52]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini, Fosca Giannotti, Dino Pedreschi:
A Survey of Methods for Explaining Black Box Models. ACM Comput. Surv. 51(5): 93:1-93:42 (2019) - [j51]Riccardo Guidotti, Anna Monreale, Fosca Giannotti, Dino Pedreschi, Salvatore Ruggieri, Franco Turini:
Factual and Counterfactual Explanations for Black Box Decision Making. IEEE Intell. Syst. 34(6): 14-23 (2019) - [j50]Laura Pollacci, Riccardo Guidotti, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi:
The italian music superdiversity - Geography, emotion and language: one resource to find them, one resource to rule them all. Multim. Tools Appl. 78(3): 3297-3319 (2019) - [j49]Luca Pappalardo, Paolo Cintia, Paolo Ferragina, Emanuele Massucco, Dino Pedreschi, Fosca Giannotti:
PlayeRank: Data-driven Performance Evaluation and Player Ranking in Soccer via a Machine Learning Approach. ACM Trans. Intell. Syst. Technol. 10(5): 59:1-59:27 (2019) - [j48]Riccardo Guidotti, Giulio Rossetti, Luca Pappalardo, Fosca Giannotti, Dino Pedreschi:
Personalized Market Basket Prediction with Temporal Annotated Recurring Sequences. IEEE Trans. Knowl. Data Eng. 31(11): 2151-2163 (2019) - [c149]Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini:
Meaningful Explanations of Black Box AI Decision Systems. AAAI 2019: 9780-9784 - [p11]Simone Bertoli, Paolo Cintia, Fosca Giannotti, Etienne Madinier, Caglar Ozden, Michael Packard, Dino Pedreschi, Hillel Rapoport, Alina Sîrbu, Biagio Speciale:
Integration of Syrian Refugees: Insights from D4R, Media Events and Housing Market Data. Data for Refugees Challenge 2019: 179-199 - [i18]Andreas Rauber, Roberto Trasarti, Fosca Giannotti:
Transparency in Algorithmic Decision Making. ERCIM News 2019(116) (2019) - [i17]Alina Sîrbu, Fosca Giannotti, Dino Pedreschi, János Kertész:
Public Opinion and Algorithmic Bias. ERCIM News 2019(116) (2019) - 2018
- [j47]Letizia Milli, Giulio Rossetti, Dino Pedreschi, Fosca Giannotti:
Active and passive diffusion processes in complex networks. Appl. Netw. Sci. 3(1): 42:1-42:15 (2018) - [j46]Riccardo Guidotti, Lorenzo Gabrielli, Anna Monreale, Dino Pedreschi, Fosca Giannotti:
Discovering temporal regularities in retail customers' shopping behavior. EPJ Data Sci. 7(1): 6 (2018) - [j45]Giulio Rossetti, Letizia Milli, Salvatore Rinzivillo, Alina Sîrbu, Dino Pedreschi, Fosca Giannotti:
NDlib: a python library to model and analyze diffusion processes over complex networks. Int. J. Data Sci. Anal. 5(1): 61-79 (2018) - [j44]Valerio Grossi, Beatrice Rapisarda, Fosca Giannotti, Dino Pedreschi:
Data science at SoBigData: the European research infrastructure for social mining and big data analytics. Int. J. Data Sci. Anal. 6(3): 205-216 (2018) - [j43]Francesca Pratesi, Anna Monreale, Roberto Trasarti, Fosca Giannotti, Dino Pedreschi, Tadashi Yanagihara:
PRUDEnce: a System for Assessing Privacy Risk vs Utility in Data Sharing Ecosystems. Trans. Data Priv. 11(2): 139-167 (2018) - [c148]Fosca Giannotti:
Big Data for understanding human dynamics: the power of networks. EGC 2018: 7-8 - [c147]Fosca Giannotti, Roberto Trasarti, Kalina Bontcheva, Valerio Grossi:
SoBigData: Social Mining & Big Data Ecosystem. WWW (Companion Volume) 2018: 437-438 - [p10]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:
How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science. A Comprehensive Guide Through the Italian Database Research 2018: 287-306 - [r1]Michele Coscia, Fosca Giannotti, Dino Pedreschi:
Extracting and Inferring Communities via Link Analysis. Encyclopedia of Social Network Analysis and Mining. 2nd Ed. 2018 - [i16]Giulio Rossetti, Letizia Milli, Salvatore Rinzivillo, Alina Sîrbu, Fosca Giannotti, Dino Pedreschi:
NDlib: a Python Library to Model and Analyze Diffusion Processes Over Complex Networks. CoRR abs/1801.05854 (2018) - [i15]Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
A Survey Of Methods For Explaining Black Box Models. CoRR abs/1802.01933 (2018) - [i14]Luca Pappalardo, Paolo Cintia, Paolo Ferragina, Emanuele Massucco, Dino Pedreschi, Fosca Giannotti:
PlayeRank: Multi-dimensional and role-aware rating of soccer player performance. CoRR abs/1802.04987 (2018) - [i13]Alina Sîrbu, Dino Pedreschi, Fosca Giannotti, János Kertész:
Algorithmic bias amplifies opinion polarization: A bounded confidence model. CoRR abs/1803.02111 (2018) - [i12]Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Dino Pedreschi, Franco Turini, Fosca Giannotti:
Local Rule-Based Explanations of Black Box Decision Systems. CoRR abs/1805.10820 (2018) - [i11]Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Salvatore Ruggieri, Franco Turini:
Open the Black Box Data-Driven Explanation of Black Box Decision Systems. CoRR abs/1806.09936 (2018) - 2017
- [j42]Leonardo Candela, Paolo Manghi, Fosca Giannotti, Valerio Grossi, Roberto Trasarti:
HyWare: a HYbrid Workflow lAnguage for Research E-infrastructures. D Lib Mag. 23(1/2) (2017) - [j41]Riccardo Guidotti, Mirco Nanni, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti:
Never drive alone: Boosting carpooling with network analysis. Inf. Syst. 64: 237-257 (2017) - [j40]Roberto Trasarti, Riccardo Guidotti, Anna Monreale, Fosca Giannotti:
MyWay: Location prediction via mobility profiling. Inf. Syst. 64: 350-367 (2017) - [j39]Giulio Rossetti, Luca Pappalardo, Dino Pedreschi, Fosca Giannotti:
Tiles: an online algorithm for community discovery in dynamic social networks. Mach. Learn. 106(8): 1213-1241 (2017) - [j38]Giulio Rossetti, Dino Pedreschi, Fosca Giannotti:
Node-centric Community Discovery: From static to dynamic social network analysis. Online Soc. Networks Media 3-4: 32-48 (2017) - [c146]Laura Pollacci, Alina Sîrbu, Fosca Giannotti, Dino Pedreschi, Claudio Lucchese, Cristina Ioana Muntean:
Sentiment Spreading: An Epidemic Model for Lexicon-Based Sentiment Analysis on Twitter. AI*IA 2017: 114-127 - [c145]Letizia Milli, Giulio Rossetti, Dino Pedreschi, Fosca Giannotti:
Information Diffusion in Complex Networks: The Active/Passive Conundrum. COMPLEX NETWORKS 2017: 305-313 - [c144]Giulio Rossetti, Letizia Milli, Salvatore Rinzivillo, Alina Sîrbu, Dino Pedreschi, Fosca Giannotti:
NDlib: Studying Network Diffusion Dynamics. DSAA 2017: 155-164 - [c143]Riccardo Guidotti, Roberto Trasarti, Mirco Nanni, Fosca Giannotti, Dino Pedreschi:
There's a Path for Everyone: A Data-Driven Personal Model Reproducing Mobility Agendas. DSAA 2017: 303-312 - [c142]Francesca Pratesi, Anna Monreale, Fosca Giannotti, Dino Pedreschi:
Privacy Preserving Multidimensional Profiling. GOODTECHS 2017: 142-152 - [c141]Laura Pollacci, Riccardo Guidotti, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi:
The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis. GOODTECHS 2017: 183-194 - [c140]Riccardo Guidotti, Giulio Rossetti, Luca Pappalardo, Fosca Giannotti, Dino Pedreschi:
Market Basket Prediction Using User-Centric Temporal Annotated Recurring Sequences. ICDM 2017: 895-900 - [c139]Riccardo Guidotti, Anna Monreale, Mirco Nanni, Fosca Giannotti, Dino Pedreschi:
Clustering Individual Transactional Data for Masses of Users. KDD 2017: 195-204 - [c138]