Mirco Nanni

Orcid: 0000-0003-3534-4332

According to our database1, Mirco Nanni authored at least 115 papers between 1997 and 2024.

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Bibliography

2024
From Fossil Fuel to Electricity: Studying the Impact of EVs on the Daily Mobility Life of Users.
IEEE Trans. Intell. Transp. Syst., June, 2024

Understanding Any Time Series Classifier with a Subsequence-based Explainer.
ACM Trans. Knowl. Discov. Data, February, 2024

Navigation services amplify concentration of traffic and emissions in our cities.
CoRR, 2024

A survey on the impact of AI-based recommenders on human behaviours: methodologies, outcomes and future directions.
CoRR, 2024

Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields.
IEEE Access, 2024

Barcelona Effect: Studying the Instability of Shortest Paths in Urban Settings.
Proceedings of the Workshops of the EDBT/ICDT 2024 Joint Conference co-located with the EDBT/ICDT 2024 Joint Conference, 2024

2023
A Bag of Receptive Fields for Time Series Extrinsic Predictions.
CoRR, 2023

Modeling Events and Interactions through Temporal Processes - A Survey.
CoRR, 2023

Effects of Route Randomization on Urban Emissions.
Proceedings of the SUMO User Conference 2023, Berlin, Germany, May 2-4, 2023, 2023

Human mobility, AI assistants, and urban emissions: an insidious triangle.
Proceedings of the Italia Intelligenza Artificiale, 2023

Geolet: An Interpretable Model for Trajectory Classification.
Proceedings of the Advances in Intelligent Data Analysis XXI, 2023

The Trajectory Interval Forest Classifier for Trajectory Classification.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

TrajParquet: A Trajectory-Oriented Column File Format for Mobility Data Lakes.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

One-Shot Traffic Assignment with Forward-Looking Penalization.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Interpretable Data Partitioning Through Tree-Based Clustering Methods.
Proceedings of the Discovery Science - 26th International Conference, 2023

On the pursuit of Graph Embedding Strategies for Individual Mobility Networks.
Proceedings of the IEEE International Conference on Big Data, 2023

2022
City indicators for geographical transfer learning: an application to crash prediction.
GeoInformatica, 2022

Individual and collective stop-based adaptive trajectory segmentation.
GeoInformatica, 2022

Connected vehicle simulation framework for parking occupancy prediction (demo paper).
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

How routing strategies impact urban emissions.
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

Explaining Crash Predictions on Multivariate Time Series Data.
Proceedings of the Discovery Science - 25th International Conference, 2022

2021
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment.
Ethics Inf. Technol., 2021

Improving vehicles' emissions reduction policies by targeting gross polluters.
CoRR, 2021

City Indicators for Mobility Data Mining.
Proceedings of the Workshops of the EDBT/ICDT 2021 Joint Conference, 2021

2020
Car telematics big data analytics for insurance and innovative mobility services.
J. Ambient Intell. Humaniz. Comput., 2020

Learning Mobility Flows from Urban Features with Spatial Interaction Models and Neural Networks.
CoRR, 2020

Mobile phone data analytics against the COVID-19 epidemics in Italy: flow diversity and local job markets during the national lockdown.
CoRR, 2020

Give more data, awareness and control to individual citizens, and they will help COVID-19 containment.
CoRR, 2020

Learning Mobility Flows from Urban Features with Spatial Interaction Models and Neural Networks**To appear in the Proceedings of 2020 IEEE International Conference on Smart Computing (SMARTCOMP 2020).
Proceedings of the IEEE International Conference on Smart Computing, 2020

Measuring Immigrants Adoption of Natives Shopping Consumption with Machine Learning.
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.
Proceedings of the 21st IEEE International Conference on Mobile Data Management, 2020

Data-Driven Location Annotation for Fleet Mobility Modeling.
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Self-Adapting Trajectory Segmentation.
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

Towards In-Memory Sub-Trajectory Similarity Search.
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, 2020

DataMod2020: 9th International Symposium "From Data to Models and Back".
Proceedings of the CIKM '20: The 29th ACM International Conference on Information and Knowledge Management, 2020

2018
How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science.
Proceedings of the A Comprehensive Guide Through the Italian Database Research Over the Last 25 Years., 2018

2017
Never drive alone: Boosting carpooling with network analysis.
Inf. Syst., 2017

Scalable and flexible clustering solutions for mobile phone-based population indicators.
Int. J. Data Sci. Anal., 2017

The Inductive Constraint Programming Loop.
IEEE Intell. Syst., 2017

Advancements in Mobility Data Analysis.
Proceedings of the Traffic Mining Applied to Police Activities, 2017

Movement Behaviour Recognition for Water Activities.
Proceedings of the Personal Analytics and Privacy. An Individual and Collective Perspective, 2017

Clustering Individual Transactional Data for Masses of Users.
Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

There's a Path for Everyone: A Data-Driven Personal Model Reproducing Mobility Agendas.
Proceedings of the 2017 IEEE International Conference on Data Science and Advanced Analytics, 2017

2016
ICON Loop Carpooling Show Case.
Proceedings of the Data Mining and Constraint Programming, 2016

Partition-Based Clustering Using Constraint Optimization.
Proceedings of the Data Mining and Constraint Programming, 2016

The Inductive Constraint Programming Loop.
Proceedings of the Data Mining and Constraint Programming, 2016

Driving Profiles Computation and Monitoring for Car Insurance CRM.
ACM Trans. Intell. Syst. Technol., 2016

Guest editors' introduction to the EcmlPkdd 2016 journal track special issue of Machine Learning.
Mach. Learn., 2016

An effective Time-Aware Map Matching process for low sampling GPS data.
CoRR, 2016

Big Data and Public Administration: a case study for Tuscany Airports.
Proceedings of the 24th Italian Symposium on Advanced Database Systems, 2016

Improving population estimation from mobile calls: A clustering approach.
Proceedings of the IEEE Symposium on Computers and Communication, 2016

2015
Clustering Formulation Using Constraint Optimization.
Proceedings of the Software Engineering and Formal Methods, 2015

Towards user-centric data management: individual mobility analytics for collective services.
Proceedings of the 4th ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, 2015

TOSCA: two-steps clustering algorithm for personal locations detection.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

Find Your Way Back: Mobility Profile Mining with Constraints.
Proceedings of the Principles and Practice of Constraint Programming, 2015

2014
Use of Mobile Phone Data to Estimate Visitors Mobility Flows.
Proceedings of the Software Engineering and Formal Methods, 2014

Annotating Trajectories by Fusing them with Social Media Users Posts.
Proceedings of the XV Brazilian Symposium on Geoinformatics, Campos do Jordão, São Paulo, Brazil, November 30, 2014

Big data analytics for smart mobility: a case study.
Proceedings of the Workshops of the EDBT/ICDT 2014 Joint Conference (EDBT/ICDT 2014), 2014

The purpose of motion: Learning activities from Individual Mobility Networks.
Proceedings of the International Conference on Data Science and Advanced Analytics, 2014

2013
Parameter Estimation and Pattern Validation in Flock Mining.
Proceedings of the New Frontiers in Mining Complex Patterns, 2013

Transportation Planning Based on GSM Traces: A Case Study on Ivory Coast.
Proceedings of the Citizen in Sensor Networks - Second International Workshop, 2013

Mobility Data Mining.
Proceedings of the Mobility Data: Modeling, 2013

Car Traffic Monitoring.
Proceedings of the Mobility Data: Modeling, 2013

2012
An Agent-Based Model to Evaluate Carpooling at Large Manufacturing Plants.
Proceedings of the 3rd International Conference on Ambient Systems, 2012

Data Science for Simulating the Era of Electric Vehicles.
Künstliche Intell., 2012

Individual Mobility Profiles: Methods and Application on Vehicle Sharing.
Proceedings of the Twentieth Italian Symposium on Advanced Database Systems, 2012

Efficient distributed computation of human mobility aggregates through user mobility profiles.
Proceedings of the ACM SIGKDD International Workshop on Urban Computing, 2012

2011
Unveiling the complexity of human mobility by querying and mining massive trajectory data.
VLDB J., 2011

A Query Language for Mobility Data Mining.
Int. J. Data Warehous. Min., 2011

Finding moving flock patterns among pedestrians through collective coherence.
Int. J. Geogr. Inf. Sci., 2011

Traffic Jams Detection Using Flock Mining.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2011

Mining mobility user profiles for car pooling.
Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

2010
Spatio-temporal clustering.
Proceedings of the Data Mining and Knowledge Discovery Handbook, 2nd ed., 2010

Anonymization of moving objects databases by clustering and perturbation.
Inf. Syst., 2010

Dealing with Interaction for Complex Systems Modelling and Prediction.
Int. J. Artif. Life Res., 2010

Querying and mining trajectories with gaps: a multi-path reconstruction approach (Extended Abstract).
Proceedings of the Eighteenth Italian Symposium on Advanced Database Systems, 2010

Exploring Real Mobility Data with M-Atlas.
Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2010

From Pattern Discovery to Pattern Interpretation in Movement Data.
Proceedings of the ICDMW 2010, 2010

Mobility data mining: discovering movement patterns from trajectory data.
Proceedings of the Second International Workshop on Computational Transportation Science, 2010

Advanced knowledge discovery on movement data with the GeoPKDD system.
Proceedings of the EDBT 2010, 2010

2009
A Visual Analytics Toolkit for Cluster-Based Classification of Mobility Data.
Proceedings of the Advances in Spatial and Temporal Databases, 2009

Temporal mining for interactive workflow data analysis.
Proceedings of the 15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Paris, France, June 28, 2009

Space and time-dependant bus accessibility: A case study in Rome.
Proceedings of the 12th International IEEE Conference on Intelligent Transportation Systems, 2009

Interactive visual clustering of large collections of trajectories.
Proceedings of the 4th IEEE Symposium on Visual Analytics Science and Technology, 2009

K-BestMatch Reconstruction and Comparison of Trajectory Data.
Proceedings of the ICDM Workshops 2009, 2009

Trajectory pattern analysis for urban traffic.
Proceedings of the Second International Workshop on Computational Transportation Science, 2009

Mining Mobility Behavior from Trajectory Data.
Proceedings of the 12th IEEE International Conference on Computational Science and Engineering, 2009

2008
Spatiotemporal Data Mining.
Proceedings of the Mobility, Data Mining and Privacy - Geographic Knowledge Discovery, 2008

Visually driven analysis of movement data by progressive clustering.
Inf. Vis., 2008

Temporal analysis of process logs: a case study.
Proceedings of the Sixteenth Italian Symposium on Advanced Database Systems, 2008

Never Walk Alone: Uncertainty for Anonymity in Moving Objects Databases.
Proceedings of the 24th International Conference on Data Engineering, 2008

2007
Trajectory pattern mining.
Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2007

2006
Time-focused clustering of trajectories of moving objects.
J. Intell. Inf. Syst., 2006

Efficient Mining of Temporally Annotated Sequences.
Proceedings of the Sixth SIAM International Conference on Data Mining, 2006

Mining sequences with temporal annotations.
Proceedings of the 2006 ACM Symposium on Applied Computing (SAC), 2006

Extracting Trees of Quantitative Serial Episodes.
Proceedings of the Knowledge Discovery in Inductive Databases, 5th International Workshop, 2006

2005
Speeding-Up Hierarchical Agglomerative Clustering in Presence of Expensive Metrics.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005

2004
Deductive and Inductive Reasoning on Spatio-Temporal Data.
Proceedings of the Applications of Declarative Programming and Knowledge Management, 2004

Deductive and Inductive Reasoning on Trajectories.
Proceedings of the Twelfth Italian Symposium on Advanced Database Systems, 2004

Discovery of ads web hosts through traffic data analysis.
Proceedings of the 9th ACM SIGMOD Workshop on Research Issues in Data Mining and Knowledge Discovery, 2004

2003
WebCat: Automatic Categorization of Web Search Results.
Proceedings of the Eleventh Italian Symposium on Advanced Database Systems, 2003

2002
Clustering methods for spatio-temporal data.
PhD thesis, 2002

Distances for Spatio-Temporal Clustering.
Proceedings of the Decimo Convegno Nazionale su Sistemi Evoluti per Basi di Dati, 2002

Distances For Spatio-Temporal Clustering.
Proceedings of the 15th Australian Joint Conference on Artificial Intelligence 2002, 2002

2001
Nondeterministic, Nonmonotonic Logic Databases.
IEEE Trans. Knowl. Data Eng., 2001

Web log data warehousing and mining for intelligent web caching.
Data Knowl. Eng., 2001

Data Mining for Intelligent Web Caching.
Proceedings of the 2001 International Symposium on Information Technology (ITCC 2001), 2001

2000
Probabilistic agent programs.
ACM Trans. Comput. Log., 2000

Foundations of distributed interaction systems.
Ann. Math. Artif. Intell., 2000

Logic-Based Knowledge Discovery in Databases.
Proceedings of the Information Modelling and Knowledge Bases XII: Tenth European-Japanese Conference on Information Modelling and Knowledge Bases, 2000

1999
Integration of Deduction and Induction for Mining Supermarket Sales Data.
Proceedings of the Atti del Settimo Convegno Nazionale Sistemi Evoluti per Basi di Dati, 1999

1998
Query Answering in Nondeterministic, Nonmonotonic Logic Databases.
Proceedings of the Flexible Query Answering Systems, Third International Conference, 1998

On the Effective Semantics of Nondeterministic, Nonmonotonic, Temporal Logic Databases.
Proceedings of the Computer Science Logic, 12th International Workshop, 1998

1997
Datalog++: a Basis for Active Object.Oriented Databases.
Proceedings of the Convegno Nazionale Sistemi Evolluti per Basi di Dati, 1997

Datalog++: A Basis for Active Object-Oriented Databases.
Proceedings of the Deductive and Object-Oriented Databases, 5th International Conference, 1997


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