publications

2024

1. ICDE

   Explaining Entity Matching with Clusters of Words

   Riccardo Benassi, Francesco Guerra, Matteo Paganelli, and 1 more author

   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}
   }

2. ICDE

   Pushing ML Predictions into DBMSs (Extended Abstract)

   Matteo Paganelli, Paolo Sottovia, Kwanahvun Park, and 2 more authors

   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}
   }

3. 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, and 2 more authors

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

   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, and 3 more authors

   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}},
     volume = {3478},
     year = {2023}
   }

3. VLDB

   Interpretable Clustering of Multivariate Time Series with Time2Feat

   Angela Bonifati, Francesco Del Buono, Francesco Guerra, and 2 more authors

   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, and 2 more authors

   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 1 more author

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

   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 1 more author

   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},
     volume = {3194},
     year = {2022}
   }

3. VLDB

   Time2Feat: Learning Interpretable Representations for Multivariate Time Series Clustering

   Angela Bonifati, Francesco Del Buono, Francesco Guerra, and 1 more author

   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},
     volume = {16},
     year = {2022}
   }

4. VLDB

   Analyzing How BERT Performs Entity Matching

   Matteo Paganelli, Francesco Del Buono, Andrea Baraldi, and 1 more author

   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},
     volume = {15},
     year = {2022}
   }

2021

1. CIKM

   Landmark Explanation: An Explainer for Entity Matching Models

   Andrea Baraldi, Francesco Del Buono, Matteo Paganelli, and 1 more author

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

   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 1 more author

   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, and 2 more authors

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

   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, and 2 more authors

   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, and 2 more authors

   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 1 more author

   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, and 2 more authors

   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}
   }