Publications

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Book Chapters

2021

Deep Learning methods in Network Biology
Lorenzo Madeddu, Giovanni Stilo
In: Deep Learning in Biology and Medicine, WorldScientific, 2021

2018

Leveraging the enterprise social network for the emergence of women's leadership
Michela Iannotta, Mauro Gatti, Giovanni Stilo
In: Organizing in the shadow of power, ISBN 978-88-98-85428-8, pp. 505--526, Studi MOA, 2018

Journal Papers

2025

The Forget-Set Identification Problem
Andrea D'Angelo, Francesco Gullo, Giovanni Stilo
Machine Learning, Springer, 2025

2024

A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Fosca Giannotti
ACM Computing Surveys, Vol. 56, No. 7, July 2024
Uncovering Gender Gap in Academia
Andrea D'Angelo, Giordano d'Aloisio, Francesca Marzi, Antinisca Di Marco, Giovanni Stilo
Journal of Systems and Software, Vol. 217, 2024
Deep Graph Networks for Drug Repurposing with Multi-Protein Targets
Davide Bacciu, Federico Errica, Alessio Gravina, Lorenzo Madeddu, Marco Podda, Giovanni Stilo
IEEE Transactions on Emerging Topics in Computing, 2024

2023

Debiaser for Multiple Variables to Enhance Fairness in Classification Tasks
Giordano d'Aloisio, Andrea D'Angelo, Antinisca Di Marco, Giovanni Stilo
Information Processing & Management, Vol. 60, I. 2, 2023

2022

Network Connectivity Under a Probabilistic Node Failure Model
Lucia Cavallaro, Stefania Costantini, Pasquale De Meo, Antonio Liotta, Giovanni Stilo
IEEE Transactions on Network Science and Engineering, Vol. 9, No. 4, 2022

2021

Toward Effective Response to Natural Disasters
Ghulam Mudassir, Evans Etrue Howard, Lorenza Pasquini, Claudio Arbib, Eliseo Clementini, Antinisca Di Marco, Giovanni Stilo
IEEE Access, Vol. 9, 2021
An Enterprise Social Analytics Dashboard
Giorgia Di Tommaso, Stefano Faralli, Mauro Gatti, Michela Iannotta, Giovanni Stilo, Paola Velardi
Applied Sciences, Vol. 18, 2021
Report on the International Workshop on Algorithmic Bias (Bias 2020)
Ludovico Boratto, Stefano Faralli, Mirko Marras, Giovanni Stilo
ACM SIGIR Forum, Vol. 54, 2021
ECIR 2020 Workshops: Assessing the Impact of Going Online
Nunes et al., Giovanni Stilo
ACM SIGIR Forum, Vol. 54, 2021
Guest Editorial of the IPM Special Issue on Algorithmic Bias
Ludovico Boratto, Stefano Faralli, Mirko Marras, Giovanni Stilo
Information Processing & Management, Vol. 59, 2021

2020

Gender, Rank, and Social Networks on an Enterprise Social Media Platform
Giorgia Di Tommaso, Mauro Gatti, Michela Iannotta, Ajay Mehra, Giovanni Stilo, Paola Velardi
Social Networks, Vol. 62, 2020
A Survey of Machine Learning Approaches for Student Dropout Prediction in Online Courses
Bardh Prenkaj, Paola Velardi, Giovanni Stilo, Damiano Distante, Stefano Faralli
ACM Computing Surveys, Vol. 53, No. 3, 2020
A Time-Sensitive Model to Predict Topic Popularity in News Providers
Mario Alfonso Prado-Romero, Ernesto Coto-Santiesteban, Alessandro Celi, Giovanni Stilo
Intelligent Data Analysis, Vol. 24, 2020
A Feature-Learning-Based Method for the Disease-Gene Prediction Problem
Lorenzo Madeddu, Giovanni Stilo, Paola Velardi
Int. J. Data Mining and Bioinformatics, Vol. 24, 2020

2019

The Social Phenotype: Extracting a Patient-Centered Perspective of Diabetes from Health-Related Blogs
Andrea Lenzi, Marianna Maranghi, Giovanni Stilo, Paola Velardi
Artificial Intelligence in Medicine, Vol. 101, 2019
Importance of Unexpectedness: Discovering Buzzing Stories in Anomalous Temporal Graphs
Francesco Bonchi, Ilaria Bordino, Francesco Gullo, Giovanni Stilo
Web Intelligence Journal, Vol. 17, No. 3, 2019
A Topic Recommender for Journalists
Alessandro Cucchiarelli, Christian Morbidoni, Giovanni Stilo, Paola Velardi
Information Retrieval Journal, Springer, Vol. 22, Issue 12, 2019

2017

Automatic Acquisition of a Taxonomy of Microblogs Users' Interests
Stefano Faralli, Giovanni Stilo, Paola Velardi
Web Semantics, Vol. 45, 2017
Hashtag Sense Clustering Based on Temporal Similarity
Giovanni Stilo, Paola Velardi
Computational Linguistics, Vol. 43, I. 1, 2017

2016

Results from the Centers for Disease Control and Prevention's Predict the 2013-2014 Influenza Season Challenge
Giovanni Stilo, Sasikiran Basagni, et al.
BMC Infectious Diseases, 16 (1), 2016
Efficient Temporal Mining of Micro-Blog Texts and Its Application to Event Discovery
Giovanni Stilo, Paola Velardi
Data Mining and Knowledge Discovery (DMKD), Vol. 30, I. 2, 2016

2015

Recommendation of Microblog Users Based on Hierarchical Interest Profiles
Stefano Faralli, Giovanni Stilo, Paola Velardi
Social Network Analysis and Mining, Vol. 5, 2015
Can Twitter Be a Source of Information on Allergy?
Filomena Gesualdo, Giovanni Stilo, Alberto D'Ambrosio, et al.
PLoS One, July 2015

2014

Twitter Mining for Fine-Grained Syndromic Surveillance
Paola Velardi, Giovanni Stilo, Alberto Tozzi, Filomena Gesualdo
Artificial Intelligence in Medicine, Vol. 61, 2014

2013

Influenza-Like Illness Surveillance on Twitter through Automated Learning of Naive Language
Filomena Gesualdo, Giovanni Stilo, Eleonora Agricola, et al.
PLoS One, Dec 2013

Conference Papers

2025

ERASURE: A Modular and Extensible Framework for Machine Unlearning
Andrea D'Angelo, Savelli, Tagliente, Flavio Giobergia, Elena Baralis, Giovanni Stilo
CIKM 2025, pp. 11025--11029
How to Make Reproducible Research in Machine Unlearning with ERASURE
Andrea D'Angelo, Savelli, Tagliente, Flavio Giobergia, Elena Baralis, Giovanni Stilo
IJCAI 2025, pp. 11025--11029
Exploring Ensemble Strategies for Graph Counterfactual Explanations
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo
xAI 2025, CCIS Vol. 2579

2024

GRETEL 2.0: Generation and Evaluation of Graph Counterfactual Explanations Evolved
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo
ECML-PKDD 2024, LNCS Vol. 14948
Robust Stochastic Graph Generator for Counterfactual Explanations
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo
AAAI 2024, pp. 21518--21526
VAMP: Visual Analytics for Microservices Performance
Luca Traini, Jessica Leone, Giovanni Stilo, Antinisca Di Marco
SAC 2024, pp. 1209--1218

2023

Developing and Evaluating Graph Counterfactual Explanation with GRETEL
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo
WSDM 2023, pp. 1180--1183
Democratizing Quality-Based ML Development through Extended Feature Models
Giordano d'Aloisio, Antinisca Di Marco, Giovanni Stilo
FASE 2023, LNCS Vol. 13991
Trustworthy ML Predictions to Support Clinical Research
Andrea Bianchi et al., Giovanni Stilo
IEEE CBMS 2023
Data-Driven Analysis of Gender Fairness in the Software Engineering Academic Landscape
Giordano d'Aloisio, Andrea D'Angelo, Francesca Marzi, Antinisca Di Marco, Giovanni Stilo
ECSA 2023, LNCS Vol. 14590
Towards a Prediction of ML Training Time to Support Continuous Learning Systems Development
Francesca Marzi, Giordano d'Aloisio, Antinisca Di Marco, Giovanni Stilo
ECSA 2023, LNCS Vol. 14590

2022

GRETEL: Graph Counterfactual Explanation Evaluation Framework
Mario Alfonso Prado-Romero, Giovanni Stilo
CIKM 2022, pp. 4389--4393
A Manifesto for Applied Data Science -- Reasoning from a Business Perspective
Christiansen et al., Giovanni Stilo et al.
itaDATA 2022
DIORAMA: Digital twIn fOR sustAinable territorial MAnagement
Bianchi et al., Giovanni Stilo et al.
itaDATA 2022
An Empirical Study of Privacy Labels on the Apple iOS Mobile App Store
Gian Luca Scoccia, Marco Autili, Giovanni Stilo, Paola Inverardi
MobileSoft 2022, pp. 114--124

2021

Unsupervised Boosting-Based Autoencoder Ensembles for Outlier Detection
Hamed Sarvari, Carlotta Domeniconi, Bardh Prenkaj, Giovanni Stilo
PAKDD 2021, LNCS Vol. 12712
Second International Workshop on Algorithmic Bias in Search and Recommendation
Ludovico Boratto, Stefano Faralli, Mirko Marras, Giovanni Stilo
ECIR 2021, LNCS Vol. 12657

2020

Predicting Disease Genes for Complex Diseases Using Random Watcher-Walker
Lorenzo Madeddu, Giovanni Stilo, Paola Velardi
SAC 2020, pp. 458--465
International Workshop on Algorithmic Bias in Search and Recommendation
Ludovico Boratto, Mirko Marras, Stefano Faralli, Giovanni Stilo
ECIR 2020, LNCS Vol. 12036, pp. 637--640
Challenges and Solutions to the Student Dropout Prediction Problem in Online Courses
Bardh Prenkaj, Giovanni Stilo, Lorenzo Madeddu
CIKM 2020, pp. 3513--3514

2019

TSTM: A Model to Predict Topics' Popularity in News Providers
Mario Alfonso Prado-Romero, Alessandro Celi, Giovanni Stilo, Ernesto Coto
CIARP 2019, pp. 96--106
Predicting Disease Genes Using Connectivity and Functional Features
Lorenzo Madeddu, Giovanni Stilo, Paola Velardi
BIBM 2019, pp. 458--465
Graph-Based Selective Outlier Ensembles
Hamed Sarvari, Carlotta Domeniconi, Giovanni Stilo
SAC 2019, April 2019

2018

Wiki-MID: A Very Large Multi-Domain Interests Dataset
Giorgia Di Tommaso, Stefano Faralli, Giovanni Stilo, Paola Velardi
ISWC 2018
What to Write and Why: A Recommender for News Media
Alessandro Cucchiarelli, Christian Morbidoni, Giovanni Stilo, Paola Velardi
SAC 2018, April 2018

2017

A Gendered Analysis of Leadership in Enterprise Social Networks
Giorgia Di Tommaso, Giovanni Stilo, Paola Velardi
ICWSM 2017
Detecting Network Leaders in Enterprises
Giorgia Di Tommaso, Giovanni Stilo, Paola Velardi
CSCWD 2017, pp. 275--280 (BEST STUDENT PAPER AWARD)

2016

Identifying Buzzing Stories via Anomalous Temporal Subgraph Discovery
Francesco Bonchi, Ilaria Bordino, Francesco Gullo, Giovanni Stilo
WIC 2016, pp. 161--168

2015

Women Leadership in Enterprise Social Networks
Giorgia Di Tommaso, Giovanni Stilo, Paola Velardi
i-Society 2015, pp. 73--78
Large Scale Homophily Analysis in Twitter Using a Twixonomy
Stefano Faralli, Giovanni Stilo, Paola Velardi
IJCAI 2015, pp. 2334--2340
A Semantic Recommender for Micro-Blog Users
Stefano Faralli, Giovanni Stilo, Paola Velardi
BigData Congress 2015, pp. 55--62

2014

Temporal Semantics: Time-Varying Hashtag Sense Clustering
Giovanni Stilo, Paola Velardi
EKAW 2014, Vol. 8876, pp. 563--578
Time Makes Sense: Event Discovery in Twitter Using Temporal Similarity
Giovanni Stilo, Paola Velardi
WIC 2014, Vol. 2, pp. 186--193
Predicting Flu Epidemics Using Twitter and Historical Data
Giovanni Stilo, Paola Velardi, Alberto Tozzi, Filomena Gesualdo
BIH 2014, Vol. 8609, pp. 164--177

2013

Automated Learning of Everyday Patients' Language for Medical Blogs Analytics
Giovanni Stilo, Marina De Vincenzi, Alberto Tozzi, Paola Velardi
RANLP 2013, pp. 640--648

2008

CNIPA, FUB and University of Rome Tor Vergata at TREC 2008 Legal Track
Giambattista Amati, Andrea Bianchi, Alessandro Celi, Mauro Draoli, Giorgio Gambosi, Giovanni Stilo
TREC 2008

Preprint

A New Framework for Centrality Measures in Multiplex Networks
Pierluigi Spatocco, Giovanni Stilo, Carlotta Domeniconi, Andrea D'Andrea
arXiv:1801.08026

Workshop Papers

2022

Ensemble Approaches for Graph Counterfactual Explanations
Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Alessandro Celi, Estevanell-Valladares, Valdes Perez
AIxIA 2022 (XAI.it workshop)
Enhancing Fairness in Classification Tasks with Multiple Variables
Giordano d'Aloisio, Giovanni Stilo, Antinisca Di Marco, Andrea D'Angelo
BIAS 2022, CCIS Vol. 1610

2021

SismaDL: An Ontology to Represent Post-Disaster Regulation
Caroccia, D'Agostino, Giordano d'Aloisio, Antinisca Di Marco, Giovanni Stilo
BIR 2021, CEUR

2017

What to Write? A Topic Recommender for Journalists
Alessandro Cucchiarelli, Christian Morbidoni, Giovanni Stilo, Paola Velardi
EMNLP 2017 (NLP meets Journalism workshop)
Twixonomy Visualization Interface: How to Wander Around User Preferences
Giorgia Di Tommaso, Giovanni Stilo
EnCHIReS 2017 (SIGCHI)
Capturing Users' Information and Communication Needs for the Press Officers
Giovanni Stilo, Christian Morbidoni, Alessandro Cucchiarelli, Paola Velardi
SoMePeAS@ECIR 2017

2015

What Women Like: A Gendered Analysis of Twitter Users' Interests Based on a Twixonomy
Stefano Faralli, Giovanni Stilo, Paola Velardi
ICWSM 2015 (Wikipedia workshop)

2011

Process Mining Manifesto
Wil van der Aalst, Giovanni Stilo, and 68 more
BPM Workshops, Vol. 99, 2011

2009

A Support System for the Analysis and the Management of Complex Ruling Documents
Andrea Bianchi, Mauro Draoli, Giorgio Gambosi, Giovanni Stilo
BIS 2009

For the complete and most up-to-date list, visit Google Scholar.