VENTURA, FRANCESCO

VENTURA, FRANCESCO  

Dipartimento di Automatica e Informatica  

041652  

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A cloud-to-edge approach to support predictive analytics in robotics industry / Panicucci, S.; Nikolakis, N.; Cerquitelli, T.; Ventura, F.; Proto, S.; Macii, E.; Makris, S.; Bowden, D.; Becker, P.; O'Mahony, N.; Morabito, L.; Napione, C.; Marguglio, A.; Coppo, G.; Andolina, S.. - In: ELECTRONICS. - ISSN 2079-9292. - STAMPA. - 9:3(2020), pp. 492-513. [10.3390/electronics9030492] 1-gen-2020 Cerquitelli T.Ventura F.Proto S.Macii E. + electronics-09-00492.pdf
A new unsupervised predictive-model self-assessment approach that SCALEs / Ventura, Francesco; Proto, Stefano; Apiletti, Daniele; Cerquitelli, Tania; Panicucci, Simone; Baralis, Elena; Macii, Enrico; Macii, Alberto. - ELETTRONICO. - 2019 IEEE International Congress on Big Data, BigData Congress 2019, Milan, Italy, July 8-13, 2019:(2019), pp. 144-148. ((Intervento presentato al convegno 2019 IEEE International Congress on Big Data, BigData Congress 2019, Milan, Italy, July 8-13, 2019 tenutosi a Milan, Italy nel July 8-13, 2019 [10.1109/BigDataCongress.2019.00033]. 1-gen-2019 Ventura FrancescoProto StefanoApiletti DanieleCerquitelli TaniaBaralis ElenaMacii EnricoMacii Alberto + Comau_BigDataCongress2019-10.pdf
All in a twitter: Self-tuning strategies for a deeper understanding of a crisis tweet collection / Di Corso, Evelina; Ventura, Francesco; Cerquitelli, Tania. - ELETTRONICO. - (2017), pp. 3722-3726. ((Intervento presentato al convegno Big Data (Big Data), 2017 IEEE International Conference on tenutosi a Boston (USA) nel 11-14 Dec. 2017 [10.1109/BigData.2017.8258369]. 1-gen-2017 Di Corso, EvelinaVentura, FrancescoCerquitelli, Tania CameraReadyDSEM2017.pdf
Automating concept-drift detection by self-evaluating predictive model degradation / Cerquitelli, Tania; Proto, Stefano; Ventura, Francesco; Apiletti, Daniele; Baralis, ELENA MARIA. - ELETTRONICO. - arXiv:1907.08120:(2019), pp. 1-5. 1-gen-2019 Tania CerquitelliStefano ProtoFrancesco VenturaDaniele ApilettiElena Baralis 1907.08120.pdf
Black-Box Model Explained Through an Assessment of Its Interpretable Features / Ventura, Francesco; Cerquitelli, Tania; Giacalone, Francesco. - ELETTRONICO. - (2018), pp. 138-149. ((Intervento presentato al convegno New Trends in Databases and Information Systems tenutosi a Budapest, Hungary nel September, 2-5, 2018 [10.1007/978-3-030-00063-9_15]. 1-gen-2018 Francesco VenturaTania CerquitelliGIACALONE, FRANCESCO -
Clustering-Based Assessment of Residential Consumers from Hourly-Metered Data / Cerquitelli, Tania; Chicco, Gianfranco; Di Corso, Evelina; Ventura, Francesco; Giuseppe, Montesano; Mirko, Armiento; Alicia, Mateo González; Andrea, Veiga Santiago. - ELETTRONICO. - (2018). ((Intervento presentato al convegno International Conference on Smart Energy System and Technologies - SEST 2018 tenutosi a Sevilla, Spain nel September, 10-12, 2018. 1-gen-2018 Cerquitelli, TaniaChicco, GianfrancoDi Corso, EvelinaVentura, Francesco + -
Data miners' little helper: data transformation activity cues for cluster analysis on document collections / Cerquitelli, Tania; DI CORSO, Evelina; Ventura, Francesco; Chiusano, SILVIA ANNA. - STAMPA. - (2017), pp. 1-6. ((Intervento presentato al convegno Proceedings of the 7th International Conference on Web Intelligence, Mining and Semantics tenutosi a Amantea nel June 19-22, 2017 [10.1145/3102254.3102288]. 1-gen-2017 CERQUITELLI, TANIADI CORSO, EVELINAVENTURA, FRANCESCOCHIUSANO, SILVIA ANNA wims2017-cameraready-ConACMCopyright.pdf
Discovering electricity consumption over time for residential consumers through cluster analysis / Cerquitelli, Tania; Chicco, Gianfranco; DI CORSO, Evelina; Ventura, Francesco; Montesano, Giuseppe; Del Pizzo, Anita; Mateo González, Alicia; Martin Sobrino, Eduardo. - ELETTRONICO. - (2018), pp. 164-169. ((Intervento presentato al convegno 2018 International Conference on Development and Application Systems (DAS) tenutosi a Suceava (Romania) nel 24-26 May 2018 [10.1109/DAAS.2018.8396090]. 1-gen-2018 Tania CerquitelliGianfranco ChiccoEvelina Di CorsoFrancesco Ventura + DAS2018-paper-ID_31.pdf
Enabling predictive analytics for smart manufacturing through an IIoT platform / Cerquitelli, T; Nikolakis, N; Bethaz, P; Panicucci, S; Ventura, F; Macii, E; Andolina, S; Marguglio, A; Alexopoulos, K; Petrali, P; Pagani, A; van Wilgen, P; Ippolito, M. - 53:(2020), pp. 179-184. ((Intervento presentato al convegno IFAC-PapersOnLine [10.1016/j.ifaco1.2020.11.029]. 1-gen-2020 Cerquitelli, TBethaz, PVentura, FMacii, E + ifac-2020.pdf
Enhancing manufacturing intelligence through an unsupervised data-driven methodology for cyclic industrial processes / Cerquitelli, Tania; Ventura, Francesco; Apiletti, Daniele; Baralis, Elena; Macii, Enrico; Poncino, Massimo. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - ELETTRONICO. - (2021), p. 115269. [10.1016/j.eswa.2021.115269] 1-gen-2021 Cerquitelli, TaniaVentura, FrancescoApiletti, DanieleBaralis, ElenaMacii, EnricoPoncino, Massimo 1-s2.0-S0957417421007004-main.pdf
Explaining black-box deep neural models' predictions, behaviors, and performances through the unsupervised mining of their inner knowledge / Ventura, Francesco. - (2021 May 28), pp. 1-141. 28-mag-2021 VENTURA, FRANCESCO conv_francesco_ventura_thesis.pdfFrancesco_Ventura_Summary.pdf
iSTEP, an Integrated Self-Tuning Engine for Predictive Maintenance in Industry 4.0 / Apiletti, Daniele; Barberis, Claudia; Cerquitelli, Tania; Macii, Alberto; Macii, Enrico; Poncino, Massimo; Ventura, Francesco. - ELETTRONICO. - (2018), pp. 924-931. ((Intervento presentato al convegno IEEE International Conference on Parallel & Distributed Processing with Applications tenutosi a Melbourne, Australia nel December 11-13, 2018 [10.1109/BDCloud.2018.00136]. 1-gen-2018 Apiletti, DanieleBarberis, ClaudiaCerquitelli, TaniaMacii, AlbertoMacii, EnricoPoncino, MassimoVentura, Francesco ISPA_2018_PROCEEDINGS.pdf
PREMISES, a scalable data-driven service to predict alarms in slowly-degrading multi-cycle industrial processes / Proto, Stefano; Ventura, Francesco; Apiletti, Daniele; Cerquitelli, Tania; Baralis, ELENA MARIA; Macii, Enrico; Macii, Alberto. - ELETTRONICO. - 2019 IEEE International Congress on Big Data, BigData Congress 2019, Milan, Italy, July 8-13, 2019:(2019), pp. 139-143. ((Intervento presentato al convegno 2019 IEEE International Congress on Big Data, BigData Congress 2019, Milan, Italy, July 8-13, 2019 tenutosi a Milan, Italy nel July 8-13, 2019 [10.1109/BigDataCongress.2019.00032]. 1-gen-2019 Stefano ProtoFrancesco VenturaDaniele ApilettiTania CerquitelliElena BaralisEnrico MaciiAlberto Macii whirlpool_BigDataCongress2019-4.pdf
Prompting the data transformation activities for cluster analysis on collections of documents / Cerquitelli, T.; Di Corso, E.; Ventura, F.; Chiusano, S.. - ELETTRONICO. - (2017), pp. 1-8. ((Intervento presentato al convegno 25th Italian Symposium on Advanced Database Systems, SEBD 2017, Squillace Lido, Catanzaro, Italy, June 25th-29th, 2017, tenutosi a Squillace Lido, Catanzaro, Italy nel June 25th-29th, 2017. 1-gen-2017 Cerquitelli T.Di Corso E.Ventura F.Chiusano S. paper_32.pdf
Self-tuning techniques for large scale cluster analysis on textual data collections / DI CORSO, Evelina; Cerquitelli, Tania; Ventura, Francesco. - STAMPA. - (2017), pp. 1-6. ((Intervento presentato al convegno ACM SIGAPP Symposium On Applied Computing tenutosi a Marrakesh, Morocco nel April 3rd-7th, 2017 [10.1145/3019612.3019661]. 1-gen-2017 DI CORSO, EVELINACERQUITELLI, TANIAVENTURA, FRANCESCO Cerquitelli-etAl.pdfCerquitelliDiCorsoVenturaSAC2017.pdf
Towards a real-time unsupervised estimation of predictive model degradation / Cerquitelli, Tania; Proto, Stefano; Ventura, Francesco; Apiletti, Daniele; Baralis, ELENA MARIA. - ELETTRONICO. - (2019). ((Intervento presentato al convegno BIRTE '19 International Workshop on Real-Time Business Intelligence and Analytics tenutosi a Los Angeles, CA, USA nel August 26, 2019 [10.1145/3350489.3350494]. 1-gen-2019 Tania CerquitelliStefano ProtoFrancesco VenturaDaniele ApilettiElena Baralis BIRTE_CAMERA_READY_VLDB_2019.pdf
Trusting deep learning natural-language models via local and global explanations / Ventura, Francesco; Greco, Salvatore; Apiletti, Daniele; Cerquitelli, Tania. - In: KNOWLEDGE AND INFORMATION SYSTEMS. - ISSN 0219-1377. - 64:(2022), pp. 1863-1907. [10.1007/s10115-022-01690-9] 1-gen-2022 Ventura,FrancescoGreco,SalvatoreApiletti,DanieleCerquitelli,Tania Trusting deep learning natural-language models via local and global explanations.pdfs10115-022-01690-9.pdf
Useful ToPIC: Self-tuning strategies to enhance Latent Dirichlet Allocation / Proto, Stefano; DI CORSO, Evelina; Ventura, Francesco; Cerquitelli, Tania. - ELETTRONICO. - (2018), pp. 33-40. ((Intervento presentato al convegno BigData Congress 2018 tenutosi a San Francisco (USA) nel July 2-7, 2018. 1-gen-2018 PROTO, STEFANOEvelina Di CorsoFrancesco VenturaTania Cerquitelli topic-tuning-strategies.pdf
What's in the box? Explaining the black-box model through an evaluation of its interpretable features / Ventura, Francesco; Cerquitelli, Tania. - ELETTRONICO. - arXiv:1908.04348:(2019), pp. 1-5. 1-gen-2019 Francesco VenturaTania Cerquitelli 1908.04348.pdf