Andrea Spinelli

20061800df65df632166ee527a1fb885d9e2ae85

© 2025 | Andrea Spinelli | All rights reserved

Research

Research interests

 

Operations Research; Methods and techniques of Optimization under Uncertainty, in particular Stochastic Programming and Robust Optimization, with applications to Machine Learning and problems of logistics and transportation.

 

 

Publications

 

  1. Piazza, M., Spinelli, A., Maggioni, F., Bedoni, M., Messina, E. (2025): A Robust Support Vector Machine Approach for Raman Data Classification. Decision Analytics Journal, 16, 100595. https://doi.org/10.1016/j.dajour.2025.100595
  2. Spinelli, A., Maggioni, F., Pereira Ramos, T., Barbosa-Póvoa, A., Vigo, D. (2025): A Rolling Horizon Heuristic Approach for a Multi-Stage Stochastic Waste Collection Problem. European Journal of Operational Research, 323(1), 276-296. https://doi.org/10.1016/j.ejor.2024.11.041
  3. Maggioni, F., Spinelli, A. (2025): A Novel Robust Optimization Model for Nonlinear Support Vector Machine. European Journal of Operational Research, 322(1), 237-253.  https://doi.org/10.1016/j.ejor.2024.12.014
  4. De Leone, R., Maggioni, F., Spinelli, A. (2024). A Multiclass Robust Twin Parametric Margin Support Vector Machine with an Application to Vehicles Emissions. In: Nicosia, G., Ojha, V., La Malfa, E., La Malfa, G., Pardalos, P.M., Umeton, R. (eds) Machine Learning, Optimization, and Data Science. LOD 2023. Lecture Notes in Computer Science, vol 14506. Springer, Cham. https://doi.org/10.1007/978-3-031-53966-4_22
  5. Maggioni, F., Spinelli, A. (2024): A Robust Nonlinear Support Vector Machine Approach for Vehicles Smog Rating Classification. In: Bruglieri, M., Festa, P., Macrina, G., Pisacane, O. (eds) Optimization in Green Sustainability and Ecological Transition. ODS 2023. AIRO Springer Series, vol 12. Springer, Cham. https://doi.org/10.1007/978-3-031-47686-0_19
  6. De Leone, R., Maggioni, F., Spinelli, A. (2025): A Robust Twin Parametric Margin Support Vector Machine for Multiclass Classification (submitted, under first revision). Preprint available at  https://arxiv.org/abs/2306.06213
  7. Spinelli, A. Bezzi, D., Jabali, O., Maggioni, F. (2025): A Stochastic Electric Vehicle Routing Problem under Uncertain Energy Consumption (submitted, under review).  Preprint available at https://arxiv.org/abs/2506.19426
  8. Hewitt, M., Maggioni, F., Spinelli, A.: Integrating bounding approaches into L-shaped decomposition methods for stochastic optimization problems (in preparation).
  9. Maggioni, F., Romeijnders, W., Spinelli, A.: Bounds for decision dependent two-stage stochastic programs (in preparation).

 

 

Talks and seminars

 

 

  • (June 23, 2025) A stochastic electric vehicle routing problem under uncertain energy consumption, 34th EURO Conference, University of Leeds (UK).
  • (February 26, 2025) A rolling horizon heuristic approach for a multi-stage stochastic waste collection problem, 9th AIROYoung Workshop, University of Pavia (IT).
  • (February 6, 2025) A robust Twin Parametric Margin Support Vector Machine for multiclass classification, poster presented at WUML2025, University of Milano-Bicocca (IT).
  • (September 18, 2024) A stochastic electric vehicle routing problem under uncertain energy consumption, ESI2024, Ischia (IT).
  • (July 1, 2024) A rolling horizon heuristic approach for a multi-stage stochastic waste collection problem, 33rd EURO Conference, Technical University of Denmark (DK).
  • (September 7, 2023) A rolling horizon heuristic approach for a multi-stage stochastic waste collection problem, ODS2023, Ischia (IT).
  • (November 24, 2022) A rolling horizon methodology for a multi-stage stochastic optimization model for waste collection, CEG-IST Seminars, Instituto Superior Técnico, University of Lisbon (PT).
  • (August 30, 2022) A robust optimization model for nonlinear Support Vector Machine, ODS2022, University of Florence (IT).
  • (July 6, 2022) A robust optimization model for nonlinear Support Vector Machine, 32nd EURO Conference, Aalto University (FIN).
  • (February 23, 2022) A robust optimization model for nonlinear Support Vector Machine, 6th AIROYoung Workshop, Roma Tre University (IT).
  • (February 22, 2022) Potenzialità e responsabilità della scuola per favorire l'inclusione nelle STEM, University of Bergamo (IT).
  • (October 22, 2021) "Piacere, sono... un modello matematico": un esempio di buon problema tra scuola primaria e scuola secondaria, PIMat, University of Catania (IT).
  • (March 11, 2021) (Dis)parità di genere nelle discipline STEM, for the International Women's Day, University of Brescia (IT).
  • (March 3, 2021) Matematica e differenze di genere: riflessioni e spunti didattici, University of Bergamo (IT).
  • (November 4, 2020) STEM e differenze di genere: alcune riflessioni, University of Brescia (IT).
  • (October 21, 2020) Matematica in poltroncina. Viaggio tra matematici e matematiche nell'immaginario cinematografico, Cagliari FestivalScienza 2020 (IT).
  • (December 3, 2019) La trasferibilità delle conoscenze: il caso di diritto e matematica, "La didattica delle scienze economico giuridiche nei percorsi 24 CFU", University of Brescia (IT).
  • (November 6, 2019) Diritto e Matematica: l'uso di strumenti matematici nelle applicazioni economico-giuridiche, University of Brescia (IT).
  • (October 10, 2018) Perché gli studenti fanno sempre gli stessi errori?, "XXXV convegno UMI-CIIM", University of Cagliari (IT).