publications

2025

1. EDBT

   FairnessEval: a Framework for Evaluating Fairness of Machine Learning Models

   Andrea Baraldi, Matteo Brucato, Miroslav Dudı́k, Francesco Guerra, and Matteo Interlandi

   In EDBT, 2025

2024

1. EMNLP

   Argument Relation Classification through Discourse Markers and Adversarial Training

   Michele Contalbo, Francesco Guerra, and Matteo Paganelli

   In EMNLP, 2024
2. ICDE

   Explaining Entity Matching with Clusters of Words

   Riccardo Benassi, Francesco Guerra, Matteo Paganelli, and Donato Tiano

   In ICDE, 2024

   Bib

   @inproceedings{DBLP:conf/icde/Benassi0PT24,
     author = {Benassi, Riccardo and Guerra, Francesco and Paganelli, Matteo and Tiano, Donato},
     booktitle = {{ICDE}},
     pages = {2325--2337},
     publisher = {{IEEE}},
     title = {Explaining Entity Matching with Clusters of Words},
     year = {2024}
   }

3. ICDE

   Pushing ML Predictions into DBMSs (Extended Abstract)

   Matteo Paganelli, Paolo Sottovia, Kwanahvun Park, Matteo Interlandi, and Francesco Guerra

   In ICDE, 2024

   Bib

   @inproceedings{DBLP:conf/icde/PaganelliSPI024,
     author = {Paganelli, Matteo and Sottovia, Paolo and Park, Kwanahvun and Interlandi, Matteo and Guerra, Francesco},
     booktitle = {{ICDE}},
     pages = {5725--5726},
     publisher = {{IEEE}},
     title = {Pushing {ML} Predictions into DBMSs (Extended Abstract)},
     year = {2024}
   }

4. VLDB-J

   A multi-facet analysis of BERT-based entity matching models

   Matteo Paganelli, Donato Tiano, and Francesco Guerra

   VLDB J., 2024

   Bib

   @article{DBLP:journals/vldb/PaganelliTG24,
     author = {Paganelli, Matteo and Tiano, Donato and Guerra, Francesco},
     journal = {{VLDB} J.},
     number = {4},
     pages = {1039--1064},
     title = {A multi-facet analysis of BERT-based entity matching models},
     volume = {33},
     year = {2024}
   }

2023

1. EDBT

   An Intrinsically Interpretable Entity Matching System

   Andrea Baraldi, Francesco Del Buono, Francesco Guerra, Matteo Paganelli, and Maurizio Vincini

   In Proceedings 26th International Conference on Extending Database Technology, EDBT 2023, Ioannina, Greece, March 28-31, 2023, 2023

   DOI Bib

   @inproceedings{DBLP:conf/edbt/0002B0PV23,
     author = {Baraldi, Andrea and Buono, Francesco Del and Guerra, Francesco and Paganelli, Matteo and Vincini, Maurizio},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/edbt/0002B0PV23.bib},
     booktitle = {Proceedings 26th International Conference on Extending Database Technology,
     {EDBT} 2023, Ioannina, Greece, March 28-31, 2023},
     doi = {10.48786/edbt.2023.54},
     editor = {Stoyanovich, Julia and Teubner, Jens and Mamoulis, Nikos and Pitoura, Evaggelia and M{\"{u}}hlig, Jan and Hose, Katja and Bhowmick, Sourav S. and Lissandrini, Matteo},
     pages = {645--657},
     publisher = {OpenProceedings.org},
     timestamp = {Sat, 29 Apr 2023 13:06:22 +0200},
     title = {An Intrinsically Interpretable Entity Matching System},
     url = {https://doi.org/10.48786/edbt.2023.54},
     year = {2023}
   }

2. SEBD

   Interpretable Entity Matching with WYM

   Andrea Baraldi, Francesco Del Buono, Francesco Guerra, Giacomo Guiduzzi, Matteo Paganelli, and Maurizio Vincini

   In Proceedings of the 31st Symposium of Advanced Database Systems, Galzingano Terme, Italy, July 2nd to 5th, 2023, 2023

   Bib

   @inproceedings{DBLP:conf/sebd/0002B0GPV23,
     author = {Baraldi, Andrea and Buono, Francesco Del and Guerra, Francesco and Guiduzzi, Giacomo and Paganelli, Matteo and Vincini, Maurizio},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/sebd/0002B0GPV23.bib},
     booktitle = {Proceedings of the 31st Symposium of Advanced Database Systems, Galzingano
     Terme, Italy, July 2nd to 5th, 2023},
     editor = {Calvanese, Diego and Diamantini, Claudia and Faggioli, Guglielmo and Ferro, Nicola and Marchesin, Stefano and Silvello, Gianmaria and Tanca, Letizia},
     pages = {101--109},
     publisher = {CEUR-WS.org},
     series = {{CEUR} Workshop Proceedings},
     timestamp = {Wed, 13 Sep 2023 16:08:43 +0200},
     title = {Interpretable Entity Matching with {WYM}},
     url = {https://ceur-ws.org/Vol-3478/paper33.pdf},
     volume = {3478},
     year = {2023}
   }

3. VLDB

   Interpretable Clustering of Multivariate Time Series with Time2Feat

   Angela Bonifati, Francesco Del Buono, Francesco Guerra, Miki Lombardi, and Donato Tiano

   Proc. VLDB Endow., 2023

   Bib

   @article{DBLP:journals/pvldb/BonifatiB0LT23,
     author = {Bonifati, Angela and Buono, Francesco Del and Guerra, Francesco and Lombardi, Miki and Tiano, Donato},
     journal = {Proc. {VLDB} Endow.},
     number = {12},
     pages = {3994--3997},
     title = {Interpretable Clustering of Multivariate Time Series with Time2Feat},
     volume = {16},
     year = {2023}
   }

4. TKDE

   Pushing ML Predictions Into DBMSs

   Matteo Paganelli, Paolo Sottovia, Kwanghyun Park, Matteo Interlandi, and Francesco Guerra

   IEEE Trans. Knowl. Data Eng., 2023

   Bib HTML

   @article{DBLP:journals/tkde/PaganelliSPIG23,
     author = {Paganelli, Matteo and Sottovia, Paolo and Park, Kwanghyun and Interlandi, Matteo and Guerra, Francesco},
     journal = {{IEEE} Trans. Knowl. Data Eng.},
     number = {10},
     pages = {10295--10308},
     title = {Pushing {ML} Predictions Into DBMSs},
     volume = {35},
     year = {2023}
   }

2022

1. SAC

   Evaluating the integration of datasets

   Matteo Paganelli, Francesco Del Buono, Francesco Guerra, and Nicola Ferro

   In SAC ’22: The 37th ACM/SIGAPP Symposium on Applied Computing, Virtual Event, April 25 - 29, 2022, 2022

   DOI Bib

   @inproceedings{DBLP:conf/sac/PaganelliB0022,
     author = {Paganelli, Matteo and Buono, Francesco Del and Guerra, Francesco and Ferro, Nicola},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/sac/PaganelliB0022.bib},
     booktitle = {{SAC} '22: The 37th {ACM/SIGAPP} Symposium on Applied Computing, Virtual
     Event, April 25 - 29, 2022},
     doi = {10.1145/3477314.3507688},
     editor = {Hong, Jiman and Bures, Miroslav and Park, Juw Won and Cern{\'{y}}, Tom{\'{a}}s},
     pages = {347--356},
     publisher = {{ACM}},
     timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
     title = {Evaluating the integration of datasets},
     url = {https://doi.org/10.1145/3477314.3507688},
     year = {2022}
   }

2. SEBD

   Landmark Explanation: a Tool for Entity Matching

   Andrea Baraldi, Francesco Del Buono, Matteo Paganelli, and Francesco Guerra

   In Proceedings of the 30th Italian Symposium on Advanced Database Systems, SEBD 2022, Tirrenia (PI), Italy, June 19-22, 2022, 2022

   Bib

   @inproceedings{DBLP:conf/sebd/0002BP022,
     author = {Baraldi, Andrea and Buono, Francesco Del and Paganelli, Matteo and Guerra, Francesco},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/sebd/0002BP022.bib},
     booktitle = {Proceedings of the 30th Italian Symposium on Advanced Database Systems,
     {SEBD} 2022, Tirrenia (PI), Italy, June 19-22, 2022},
     editor = {Amato, Giuseppe and Bartalesi, Valentina and Bianchini, Devis and Gennaro, Claudio and Torlone, Riccardo},
     pages = {69--76},
     publisher = {CEUR-WS.org},
     series = {{CEUR} Workshop Proceedings},
     timestamp = {Fri, 10 Mar 2023 16:23:21 +0100},
     title = {Landmark Explanation: a Tool for Entity Matching},
     url = {https://ceur-ws.org/Vol-3194/paper8.pdf},
     volume = {3194},
     year = {2022}
   }

3. VLDB

   Time2Feat: Learning Interpretable Representations for Multivariate Time Series Clustering

   Angela Bonifati, Francesco Del Buono, Francesco Guerra, and Donato Tiano

   Proc. VLDB Endow., 2022

   Bib

   @article{DBLP:journals/pvldb/BonifatiB0T22,
     author = {Bonifati, Angela and Buono, Francesco Del and Guerra, Francesco and Tiano, Donato},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/journals/pvldb/BonifatiB0T22.bib},
     journal = {Proc. {VLDB} Endow.},
     number = {2},
     pages = {193--201},
     timestamp = {Wed, 11 Jan 2023 00:00:00 +0100},
     title = {Time2Feat: Learning Interpretable Representations for Multivariate
     Time Series Clustering},
     url = {https://www.vldb.org/pvldb/vol16/p193-tiano.pdf},
     volume = {16},
     year = {2022}
   }

4. VLDB

   Analyzing How BERT Performs Entity Matching

   Matteo Paganelli, Francesco Del Buono, Andrea Baraldi, and Francesco Guerra

   Proc. VLDB Endow., 2022

   Bib

   @article{DBLP:journals/pvldb/PaganelliBBG22,
     author = {Paganelli, Matteo and Buono, Francesco Del and Baraldi, Andrea and Guerra, Francesco},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/journals/pvldb/PaganelliBBG22.bib},
     journal = {Proc. {VLDB} Endow.},
     number = {8},
     pages = {1726--1738},
     timestamp = {Wed, 29 Jun 2022 01:00:00 +0200},
     title = {Analyzing How {BERT} Performs Entity Matching},
     url = {https://www.vldb.org/pvldb/vol15/p1726-paganelli.pdf},
     volume = {15},
     year = {2022}
   }

2021

1. CIKM

   Landmark Explanation: An Explainer for Entity Matching Models

   Andrea Baraldi, Francesco Del Buono, Matteo Paganelli, and Francesco Guerra

   In CIKM ’21: The 30th ACM International Conference on Information and Knowledge Management, Virtual Event, Queensland, Australia, November 1 - 5, 2021, 2021

   DOI Bib

   @inproceedings{DBLP:conf/cikm/BaraldiBP021,
     author = {Baraldi, Andrea and Buono, Francesco Del and Paganelli, Matteo and Guerra, Francesco},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/cikm/BaraldiBP021.bib},
     booktitle = {{CIKM} '21: The 30th {ACM} International Conference on Information
     and Knowledge Management, Virtual Event, Queensland, Australia, November
     1 - 5, 2021},
     doi = {10.1145/3459637.3481981},
     editor = {Demartini, Gianluca and Zuccon, Guido and Culpepper, J. Shane and Huang, Zi and Tong, Hanghang},
     pages = {4680--4684},
     publisher = {{ACM}},
     timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
     title = {Landmark Explanation: An Explainer for Entity Matching Models},
     url = {https://doi.org/10.1145/3459637.3481981},
     year = {2021}
   }

2. EDBT

   Using Landmarks for Explaining Entity Matching Models

   Andrea Baraldi, Francesco Del Buono, Matteo Paganelli, and Francesco Guerra

   In EDBT, 2021

   Bib

   @inproceedings{DBLP:conf/edbt/BaraldiBP021,
     author = {Baraldi, Andrea and Buono, Francesco Del and Paganelli, Matteo and Guerra, Francesco},
     booktitle = {{EDBT}},
     pages = {451--456},
     publisher = {OpenProceedings.org},
     title = {Using Landmarks for Explaining Entity Matching Models},
     year = {2021}
   }

3. EDBT

   Automated Machine Learning for Entity Matching Tasks

   Matteo Paganelli, Francesco Del Buono, Marco Pevarello, Francesco Guerra, and Maurizio Vincini

   In Proceedings of the 24th International Conference on Extending Database Technology, EDBT 2021, Nicosia, Cyprus, March 23 - 26, 2021, 2021

   DOI Bib

   @inproceedings{DBLP:conf/edbt/PaganelliBP0V21,
     author = {Paganelli, Matteo and Buono, Francesco Del and Pevarello, Marco and Guerra, Francesco and Vincini, Maurizio},
     bibsource = {dblp computer science bibliography, https://dblp.org},
     biburl = {https://dblp.org/rec/conf/edbt/PaganelliBP0V21.bib},
     booktitle = {Proceedings of the 24th International Conference on Extending Database
     Technology, {EDBT} 2021, Nicosia, Cyprus, March 23 - 26, 2021},
     doi = {10.5441/002/edbt.2021.29},
     editor = {Velegrakis, Yannis and Zeinalipour{-}Yazti, Demetris and Chrysanthis, Panos K. and Guerra, Francesco},
     pages = {325--330},
     publisher = {OpenProceedings.org},
     timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
     title = {Automated Machine Learning for Entity Matching Tasks},
     url = {https://doi.org/10.5441/002/edbt.2021.29},
     year = {2021}
   }

4. SEBD

   Using Descriptions for Explaining Entity Matches (Discussion Paper)

   Matteo Paganelli, Paolo Sottovia, Antonio Maccioni, Matteo Interlandi, and Francesco Guerra

   In SEBD, 2021

   Bib

   @inproceedings{DBLP:conf/sebd/PaganelliSMI021,
     author = {Paganelli, Matteo and Sottovia, Paolo and Maccioni, Antonio and Interlandi, Matteo and Guerra, Francesco},
     booktitle = {{SEBD}},
     pages = {291--298},
     publisher = {CEUR-WS.org},
     series = {{CEUR} Workshop Proceedings},
     title = {Using Descriptions for Explaining Entity Matches (Discussion Paper)},
     volume = {2994},
     year = {2021}
   }

5. SIGMOD

   Transforming ML Predictive Pipelines into SQL with MASQ

   Francesco Del Buono, Matteo Paganelli, Paolo Sottovia, Matteo Interlandi, and Francesco Guerra

   In SIGMOD Conference, 2021

   Bib

   @inproceedings{DBLP:conf/sigmod/BuonoPSI021,
     author = {Buono, Francesco Del and Paganelli, Matteo and Sottovia, Paolo and Interlandi, Matteo and Guerra, Francesco},
     booktitle = {{SIGMOD} Conference},
     pages = {2696--2700},
     publisher = {{ACM}},
     title = {Transforming {ML} Predictive Pipelines into {SQL} with {MASQ}},
     year = {2021}
   }

2020

1. iiWAS

   Unsupervised Evaluation of Data Integration Processes

   Matteo Paganelli, Francesco Del Buono, Francesco Guerra, and Nicola Ferro

   In iiWAS, 2020

   Bib

   @inproceedings{DBLP:conf/iiwas/PaganelliB0020,
     author = {Paganelli, Matteo and Buono, Francesco Del and Guerra, Francesco and Ferro, Nicola},
     booktitle = {iiWAS},
     pages = {77--81},
     publisher = {{ACM}},
     title = {Unsupervised Evaluation of Data Integration Processes},
     year = {2020}
   }

2. INF. SYS.

   Explaining data with descriptions

   Matteo Paganelli, Paolo Sottovia, Antonio Maccioni, Matteo Interlandi, and Francesco Guerra

   Inf. Syst., 2020

   Bib

   @article{DBLP:journals/is/PaganelliSMIG20,
     author = {Paganelli, Matteo and Sottovia, Paolo and Maccioni, Antonio and Interlandi, Matteo and Guerra, Francesco},
     journal = {Inf. Syst.},
     pages = {101549},
     title = {Explaining data with descriptions},
     volume = {92},
     year = {2020}
   }