Riccardo Guidotti

Proceedings of the Machine Learning and Knowledge Discovery in Databases. Applied Data Science and Demo Track, 2020

Crash Prediction and Risk Assessment with Individual Mobility Networks.

[BibT_eX]

[DOI]

Proceedings of the 21st IEEE International Conference on Mobile Data Management, 2020

Data-Agnostic Local Neighborhood Generation.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE International Conference on Data Mining, 2020

Data-Driven Location Annotation for Fleet Mobility Modeling.

[BibT_eX]

[DOI]

Francesca Sbolgi

Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Self-Adapting Trajectory Segmentation.

[BibT_eX]

[DOI]

Agnese Bonavita

Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Explaining Sentiment Classification with Synthetic Exemplars and Counter-Exemplars.

[BibT_eX]

[DOI]

Orestis Lampridis

Salvatore Ruggieri

Proceedings of the Discovery Science - 23rd International Conference, 2020

Interpretable Next Basket Prediction Boosted with Representative Recipes.

[BibT_eX]

[DOI]

Stefano Viotto

Proceedings of the 2nd IEEE International Conference on Cognitive Machine Intelligence, 2020

Explaining Any Time Series Classifier.

[BibT_eX]

[DOI]

Proceedings of the 2nd IEEE International Conference on Cognitive Machine Intelligence, 2020

Explaining Image Classifiers Generating Exemplars and Counter-Exemplars from Latent Representations.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence, 2020

2019

Personalized Market Basket Prediction with Temporal Annotated Recurring Sequences.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2019

The italian music superdiversity - Geography, emotion and language: one resource to find them, one resource to rule them all.

[BibT_eX]

[DOI]

Multim. Tools Appl., 2019

Factual and Counterfactual Explanations for Black Box Decision Making.

[BibT_eX]

[DOI]

IEEE Intell. Syst., 2019

The AI Black Box Explanation Problem.

[BibT_eX]

[DOI]

Dino Pedreschi

ERCIM News, 2019

A Survey of Methods for Explaining Black Box Models.

[BibT_eX]

[DOI]

ACM Comput. Surv., 2019

Global Explanations with Local Scoring.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Black Box Explanation by Learning Image Exemplars in the Latent Feature Space.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Investigating Neighborhood Generation Methods for Explanations of Obscure Image Classifiers.

[BibT_eX]

[DOI]

Leonardo Cariaggi

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2019

On The Stability of Interpretable Models.

[BibT_eX]

[DOI]

Salvatore Ruggieri

Proceedings of the International Joint Conference on Neural Networks, 2019

"Know Thyself" How Personal Music Tastes Shape the Last.Fm Online Social Network.

[BibT_eX]

[DOI]

Giulio Rossetti

Proceedings of the Formal Methods. FM 2019 International Workshops, 2019

Meaningful Explanations of Black Box AI Decision Systems.

[BibT_eX]

[DOI]

Proceedings of the Thirty-Third AAAI Conference on Artificial Intelligence, 2019

2018

Discovering temporal regularities in retail customers' shopping behavior.

[BibT_eX]

[DOI]

EPJ Data Sci., 2018

Assessing the Stability of Interpretable Models.

[BibT_eX]

[DOI]

Salvatore Ruggieri

CoRR, 2018

Open the Black Box Data-Driven Explanation of Black Box Decision Systems.

[BibT_eX]

[DOI]

CoRR, 2018

Local Rule-Based Explanations of Black Box Decision Systems.

[BibT_eX]

[DOI]

CoRR, 2018

A Survey Of Methods For Explaining Black Box Models.

[BibT_eX]

[DOI]

CoRR, 2018

Explaining Successful Docker Images Using Pattern Mining Analysis.

[BibT_eX]

[DOI]

Proceedings of the Software Technologies: Applications and Foundations, 2018

Privacy Risk for Individual Basket Patterns.

[BibT_eX]

[DOI]

Roberto Pellungrini

Proceedings of the ECML PKDD 2018 Workshops, 2018

Exploring Students Eating Habits Through Individual Profiling and Clustering Analysis.

[BibT_eX]

[DOI]

Proceedings of the ECML PKDD 2018 Workshops, 2018

Helping Your Docker Images to Spread Based on Explainable Models.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2018

Learning Data Mining.

[BibT_eX]

[DOI]

Salvatore Rinzivillo

Proceedings of the 5th IEEE International Conference on Data Science and Advanced Analytics, 2018

2017

Personal Data Analytics: Capturing Human Behavior to Improve Self-Awareness and Personal Services through Individual and Collective Knowledge.

[BibT_eX]

[DOI]

PhD thesis, 2017

MyWay: Location prediction via mobility profiling.

[BibT_eX]

[DOI]

Inf. Syst., 2017

Never drive alone: Boosting carpooling with network analysis.

[BibT_eX]

[DOI]

Inf. Syst., 2017

Next Basket Prediction using Recurring Sequential Patterns.

[BibT_eX]

[DOI]

CoRR, 2017

Clustering Individual Transactional Data for Masses of Users.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Market Basket Prediction Using User-Centric Temporal Annotated Recurring Sequences.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Data Mining, 2017

The Fractal Dimension of Music: Geography, Popularity and Sentiment Analysis.

[BibT_eX]

[DOI]

Proceedings of the Smart Objects and Technologies for Social Good, 2017

Recognizing Residents and Tourists with Retail Data Using Shopping Profiles.

[BibT_eX]

[DOI]

Lorenzo Gabrielli

Proceedings of the Smart Objects and Technologies for Social Good, 2017

On the Equivalence Between Community Discovery and Clustering.

[BibT_eX]

[DOI]

Michele Coscia

Proceedings of the Smart Objects and Technologies for Social Good, 2017

There's a Path for Everyone: A Data-Driven Personal Model Reproducing Mobility Agendas.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Data Science and Advanced Analytics, 2017

2016

ICON Loop Carpooling Show Case.

[BibT_eX]

[DOI]

Proceedings of the Data Mining and Constraint Programming, 2016

A supervised approach for intra-/inter-community interaction prediction in dynamic social networks.

[BibT_eX]

[DOI]

Soc. Netw. Anal. Min., 2016

Unveiling mobility complexity through complex network analysis.

[BibT_eX]

[DOI]

Soc. Netw. Anal. Min., 2016

Audio Ergo Sum - A Personal Data Model for Musical Preferences.

[BibT_eX]

[DOI]

Giulio Rossetti

Dino Pedreschi

Proceedings of the Software Technologies: Applications and Foundations, 2016

Going Beyond GDP to Nowcast Well-Being Using Retail Market Data.

[BibT_eX]

[DOI]

Proceedings of the Advances in Network Science, 2016

Where Is My Next Friend? Recommending Enjoyable Profiles in Location Based Services.

[BibT_eX]

[DOI]

Michele Berlingerio

Proceedings of the Complex Networks VII, 2016

2015

Towards a Boosted Route Planner Using Individual Mobility Models.

[BibT_eX]

[DOI]

Paolo Cintia

Proceedings of the Software Engineering and Formal Methods, 2015

Mobility Mining for Journey Planning in Rome.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2015

Social or Green? A Data-Driven Approach for More Enjoyable Carpooling.

[BibT_eX]

[DOI]

Proceedings of the IEEE 18th International Conference on Intelligent Transportation Systems, 2015

Managing travels with PETRA: The Rome use case.

[BibT_eX]

[DOI]

Proceedings of the 31st IEEE International Conference on Data Engineering Workshops, 2015

Towards user-centric data management: individual mobility analytics for collective services.

[BibT_eX]

[DOI]

Proceedings of the 4th ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, 2015

TOSCA: two-steps clustering algorithm for personal locations detection.

[BibT_eX]

[DOI]

Roberto Trasarti