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ORCIDDino Pedreschi
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- affiliation: University of Pisa, Italy
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2020 – today
- 2024
[j86]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)- [j85]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) - [c156]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 - [c155]Avigyan Bhattacharya, Tapabrata Chakraborti, Subhadip Basu, Alistair Knott, Dino Pedreschi, Raja G. Chatila, Susan Leavy, David M. Eyers, Paul D. Teal, Przemyslaw Biecek:
Towards a crowdsourced framework for online hate speech moderation - a case study in the Indian political scenario. WebSci (Companion) 2024: 75-84 - [i34]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) - [i33]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) - [i32]Giuliano Cornacchia, Mirco Nanni, Dino Pedreschi, Luca Pappalardo:
Navigation services amplify concentration of traffic and emissions in our cities. CoRR abs/2407.20004 (2024) - 2023
- [j84]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) - [j83]Alistair Knott, Dino Pedreschi, Raja Chatila, Tapabrata Chakraborti, Susan Leavy, Ricardo Baeza-Yates, David M. Eyers, Andrew Trotman, Paul D. Teal, Przemyslaw Biecek, Stuart Russell, Yoshua Bengio:
Generative AI models should include detection mechanisms as a condition for public release. Ethics Inf. Technol. 25(4): 55 (2023) - [j82]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) - [c154]Luca Corbucci, Anna Monreale, Cecilia Panigutti, Michela Natilli, Simona Smiraglio, Dino Pedreschi:
Semantic Enrichment of Explanations of AI Models for Healthcare. DS 2023: 216-229 - [c153]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 - [c152]Luca Pappalardo, Matteo Böhm, Giuliano Cornacchia, Giovanni Mauro, Dino Pedreschi, Mirco Nanni:
Human mobility, AI assistants, and urban emissions: an insidious triangle. Ital-IA 2023: 585-589 - [c151]Giuliano Cornacchia, Mirco Nanni, Dino Pedreschi, Luca Pappalardo:
Effects of Route Randomization on Urban Emissions. SUMO 2023: 75-87 - [i31]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) - 2022
- [j81]Ana Rita Nogueira, Andrea Pugnana, Salvatore Ruggieri, Dino Pedreschi, João Gama:
Methods and tools for causal discovery and causal inference. WIREs Data Mining Knowl. Discov. 12(2) (2022) - [c150]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 - [c149]Francesca Naretto, Francesco Bodria, Fosca Giannotti, Dino Pedreschi:
Benchmark Analysis of Black Box Local Explanation Methods. XAI.it@AI*IA 2022: 73-87 - [c148]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 - [c147]Andrea Fedele, Riccardo Guidotti, Dino Pedreschi:
Explaining Siamese Networks in Few-Shot Learning for Audio Data. DS 2022: 509-524 - [c146]Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi:
Interpretable Latent Space to Enable Counterfactual Explanations. DS 2022: 525-540 - [c145]Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi:
Transparent Latent Space Counterfactual Explanations for Tabular Data. DSAA 2022: 1-10 - [c144]Giuliano Cornacchia, Matteo Böhm, Giovanni Mauro, Mirco Nanni, Dino Pedreschi, Luca Pappalardo:
How routing strategies impact urban emissions. SIGSPATIAL/GIS 2022: 42:1-42:4 - [c143]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]Giuliano Cornacchia, Matteo Böhm, Giovanni Mauro, Mirco Nanni, Dino Pedreschi, Luca Pappalardo:
How Routing Strategies Impact Urban Emissions. CoRR abs/2207.01456 (2022) - 2021
- [j80]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) - [j79]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) - [j78]Luca Pappalardo, Valerio Grossi, Dino Pedreschi:
Introduction to the special issue on social mining and big data ecosystem for open, responsible data science. Int. J. Data Sci. Anal. 11(4): 261-262 (2021) - [j77]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) - [j76]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) - [j75]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) - [j74]Nikolaus Forgó, Stefanie Hänold, Jeroen van den Hoven, Tina Krügel, Iryna V. Lishchuk, René Mahieu, Anna Monreale, Dino Pedreschi, Francesca Pratesi, David van Putten:
An ethico-legal framework for social data science. Int. J. Data Sci. Anal. 11(4): 377-390 (2021) - [j73]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) - [j72]Nikolaus Forgó, Stefanie Hänold, Jeroen van den Hoven, Tina Krügel, Iryna V. Lishchuk, René Mahieu, Anna Monreale, Dino Pedreschi, Francesca Pratesi, David van Putten:
Correction to: An ethico-legal framework for social data science. Int. J. Data Sci. Anal. 12(1): 79 (2021) - [j71]Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi:
FairLens: Auditing black-box clinical decision support systems. Inf. Process. Manag. 58(5): 102657 (2021) - [j70]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) - [c142]Dino Pedreschi, Frank Dignum, Virginia Morini, Valentina Pansanella, Giuliano Cornacchia:
Towards a Social Artificial Intelligence. ACAI 2021: 415-428 - [c141]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 - [c140]Remo Andreoli, Tommaso Cucinotta, Dino Pedreschi:
RT-MongoDB: A NoSQL Database with Differentiated Performance. CLOSER 2021: 77-86 - [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]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) - 2020
- [j69]Bilal Qureshi, Faisal Kamiran, Asim Karim, Salvatore Ruggieri, Dino Pedreschi:
Causal inference for social discrimination reasoning. J. Intell. Inf. Syst. 54(2): 425-437 (2020) - [j68]Alessio Rossi, Dino Pedreschi, David A. Clifton, Davide Morelli:
Error Estimation of Ultra-Short Heart Rate Variability Parameters: Effect of Missing Data Caused by Motion Artifacts. Sensors 20(24): 7122 (2020) - [j67]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) - [j66]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) - [c139]Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi:
Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from Latent Representations. AAAI 2020: 13665-13668 - [c138]Riccardo Guidotti, Anna Monreale, Francesco Spinnato, Dino Pedreschi, Fosca Giannotti:
Explaining Any Time Series Classifier. CogMI 2020: 167-176 - [c137]Omid Isfahani Alamdari, Mirco Nanni, Roberto Trasarti, Dino Pedreschi:
Towards In-Memory Sub-Trajectory Similarity Search. EDBT/ICDT Workshops 2020 - [c136]Cecilia Panigutti, Alan Perotti, Dino Pedreschi:
Doctor XAI: an ontology-based approach to black-box sequential data classification explanations. FAT* 2020: 629-639 - [c135]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 - [p15]Cecilia Panigutti, Riccardo Guidotti, Anna Monreale, Dino Pedreschi:
Explaining Multi-label Black-Box Classifiers for Health Applications. Precision Health and Medicine 2020: 97-110 - [e12]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] - [i26]Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi:
Black Box Explanation by Learning Image Exemplars in the Latent Feature Space. CoRR abs/2002.03746 (2020) - [i25]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) - [i24]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) - [i23]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) - [i22]Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi:
FairLens: Auditing Black-box Clinical Decision Support Systems. CoRR abs/2011.04049 (2020) - [i21]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
- [j65]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) - [j64]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) - [j63]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) - [j62]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) - [j61]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) - [c134]Dino Pedreschi, Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Franco Turini:
Meaningful Explanations of Black Box AI Decision Systems. AAAI 2019: 9780-9784 - [c133]Michela Natilli, Daniele Fadda, Salvatore Rinzivillo, Dino Pedreschi, Federica Licari:
Analysis and Visualization of Performance Indicators in University Admission Tests. FM Workshops (1) 2019: 186-199 - [c132]Riccardo Guidotti, Anna Monreale, Stan Matwin, Dino Pedreschi:
Black Box Explanation by Learning Image Exemplars in the Latent Feature Space. ECML/PKDD (1) 2019: 189-205 - [c131]Daniele Boncoraglio, Francesca Deri, Francesco Distefano, Daniele Fadda, Giorgio Filippi, Giuseppe Forte, Federica Licari, Michela Natilli, Dino Pedreschi, Salvatore Rinzivillo:
A Visual Analytics Platform to Measure Performance on University Entrance Tests. SEBD 2019 - [p14]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 - [i20]Riccardo Guidotti, Anna Monreale, Dino Pedreschi:
The AI Black Box Explanation Problem. ERCIM News 2019(116) (2019) - [i19]Alina Sîrbu, Fosca Giannotti, Dino Pedreschi, János Kertész:
Public Opinion and Algorithmic Bias. ERCIM News 2019(116) (2019) - 2018
- [j60]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) - [j59]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) - [j58]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) - [j57]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) - [j56]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) - [c130]Riccardo Guidotti, Jacopo Soldani, Davide Neri, Antonio Brogi, Dino Pedreschi:
Helping Your Docker Images to Spread Based on Explainable Models. ECML/PKDD (3) 2018: 205-221 - [p13]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 - [e11]Martin Ester, Dino Pedreschi:
Proceedings of the 2018 SIAM International Conference on Data Mining, SDM 2018, May 3-5, 2018, San Diego Marriott Mission Valley, San Diego, CA, USA. SIAM 2018, ISBN 978-1-61197-532-1 [contents] - [r2]Michele Coscia, Fosca Giannotti, Dino Pedreschi:
Extracting and Inferring Communities via Link Analysis. Encyclopedia of Social Network Analysis and Mining. 2nd Ed. 2018 - [r1]Francesca Pratesi, Anna Monreale, Dino Pedreschi:
Privacy by Design for Mobility Data Analytics. Handbook of Mobile Data Privacy 2018: 253-277 - [i18]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) - [i17]Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
A Survey Of Methods For Explaining Black Box Models. CoRR abs/1802.01933 (2018) - [i16]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) - [i15]Alina Sîrbu, Dino Pedreschi, Fosca Giannotti, János Kertész:
Algorithmic bias amplifies opinion polarization: A bounded confidence model. CoRR abs/1803.02111 (2018) - [i14]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) - [i13]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
- [j55]Christian Bessiere, Luc De Raedt, Tias Guns, Lars Kotthoff, Mirco Nanni, Siegfried Nijssen, Barry O'Sullivan, Anastasia Paparrizou, Dino Pedreschi, Helmut Simonis:
The Inductive Constraint Programming Loop. IEEE Intell. Syst. 32(5): 44-52 (2017) - [j54]Riccardo Guidotti, Mirco Nanni, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti:
Never drive alone: Boosting carpooling with network analysis. Inf. Syst. 64: 237-257 (2017) - [j53]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) - [j52]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) - [c129]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 - [c128]Letizia Milli, Giulio Rossetti, Dino Pedreschi, Fosca Giannotti:
Information Diffusion in Complex Networks: The Active/Passive Conundrum. COMPLEX NETWORKS 2017: 305-313 - [c127]Giulio Rossetti, Letizia Milli, Salvatore Rinzivillo, Alina Sîrbu, Dino Pedreschi, Fosca Giannotti:
NDlib: Studying Network Diffusion Dynamics. DSAA 2017: 155-164 - [c126]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 - [c125]Francesca Pratesi, Anna Monreale, Fosca Giannotti, Dino Pedreschi:
Privacy Preserving Multidimensional Profiling. GOODTECHS 2017: 142-152 - [c124]Laura Pollacci, Riccardo Guidotti, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi:
The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis. GOODTECHS 2017: 183-194 - [c123]Riccardo Guidotti, Giulio Rossetti, Luca Pappalardo, Fosca Giannotti, Dino Pedreschi:
Market Basket Prediction Using User-Centric Temporal Annotated Recurring Sequences. ICDM 2017: 895-900 - [c122]Riccardo Guidotti, Anna Monreale, Mirco Nanni, Fosca Giannotti, Dino Pedreschi:
Clustering Individual Transactional Data for Masses of Users. KDD 2017: 195-204 - [e10]Riccardo Guidotti, Anna Monreale, Dino Pedreschi, Serge Abiteboul:
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. Lecture Notes in Computer Science 10708, Springer 2017, ISBN 978-3-319-71969-6 [contents] - [i12]Riccardo Guidotti, Giulio Rossetti, Luca Pappalardo, Fosca Giannotti, Dino Pedreschi:
Next Basket Prediction using Recurring Sequential Patterns. CoRR abs/1702.07158 (2017) - [i11]Luca Pappalardo, Paolo Cintia, Dino Pedreschi, Fosca Giannotti, Albert-László Barabási:
Human Perception of Performance. CoRR abs/1712.02224 (2017) - 2016
- [j51]Luca Pappalardo, Maarten Vanhoof, Lorenzo Gabrielli, Zbigniew Smoreda, Dino Pedreschi, Fosca Giannotti:
An analytical framework to nowcast well-being using mobile phone data. Int. J. Data Sci. Anal. 2(1-2): 75-92 (2016) - [j50]