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    Chapter and Conference Paper

    A Robust Nonlinear Support Vector Machine Approach for Vehicles Smog Rating Classification

    Nowadays all new vehicles are labelled in terms of their emissions thanks to ad hoc legislation. However, from a practical perspective, it is difficult to rank all of them. This paper considers the problem of cla...

    Francesca Maggioni, Andrea Spinelli in Optimization in Green Sustainability and E… (2024)

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    Chapter and Conference Paper

    A Threshold Recourse Policy for the Electric Vehicle Routing Problem with Stochastic Energy Consumption

    The Electric Vehicle Routing Problem (EVRP) aims at routing Electric Vehicles (EVs) while planning their stops at Charging Stations (CSs), due to the limited autonomy of their batteries. The majority of studie...

    Dario Bezzi, Ola Jabali, Francesca Maggioni in Optimization in Green Sustainability and E… (2024)

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    Chapter and Conference Paper

    A Multiclass Robust Twin Parametric Margin Support Vector Machine with an Application to Vehicles Emissions

    This paper considers the problem of predicting vehicles smog rating by applying a novel Support Vector Machine (SVM) technique. Classical SVM-type models perform a binary classification of the training observa...

    Renato De Leone, Francesca Maggioni in Machine Learning, Optimization, and Data S… (2024)

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    Chapter and Conference Paper

    Operations Research in the Red Zone

    The EURO Working Group on Operational Research Applied to Health Services (ORAHS) provides a network for researchers involved in the application of systematic and quantitative analysis in the planning and mana...

    Roberto Aringhieri, Ettore Lanzarone in Operations Research for Health Care in Red… (2023)

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    Book and Conference Proceedings

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    Chapter and Conference Paper

    Machine Learning Based Classification Models for COVID-19 Patients

    The SARS-CoV-2 pandemic has pushed the National Health Service to extraordinary pressure, causing situations of imbalance between the request and availability of assistance. When the number of patients exceeds...

    Francesca Maggioni, Daniel Faccini in Operations Research for Health Care in Red… (2023)

  7. Article

    Open Access

    Optimal chance-constrained pension fund management through dynamic stochastic control

    We apply a dynamic stochastic control (DSC) approach based on an open-loop linear feedback policy to a classical asset-liability management problem as the one faced by a defined-benefit pension fund (PF) manager....

    Davide Lauria, Giorgio Consigli, Francesca Maggioni in OR Spectrum (2022)

  8. Article

    Open Access

    A Stackelberg game for the Italian tax evasion problem

    In this paper, we consider the problem of tax evasion, which occurs whenever an individual or business ignores tax laws. Fighting tax evasion is the main task of the Economic and Financial Military Police, whi...

    Gianfranco Gambarelli, Daniele Gervasio in Computational Management Science (2022)

  9. Article

    Correction to: Preface: Stochastic optimization: theory and applications

    This erratum is published due to proofing error as author corrections were overlooked.

    Giorgio Consigli, Darinka Dentcheva, Francesca Maggioni in Annals of Operations Research (2020)

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    Article

    Stochastic optimization: theory and applications

    Giorgio Consigli, Darinka Dentcheva, Francesca Maggioni in Annals of Operations Research (2020)

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    Article

    Bounds in multi-horizon stochastic programs

    In this paper, we present bounds for multi-horizon stochastic optimization problems, a class of problems introduced in Kaut et al. (Comput Manag Sci 11:179–193, 2014) relevant in many industry-life applications t...

    Francesca Maggioni, Elisabetta Allevi, Asgeir Tomasgard in Annals of Operations Research (2020)

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    Article

    The value of the right distribution in stochastic programming with application to a Newsvendor problem

    In this paper we introduce the concepts of the Value of the Right Distribution (VRD), the Performance Bound (PB) and the Worst-Case Performance Bound (WPB), which allow us to quantify how much we lose if we guess...

    Francesca Maggioni, Matteo Cagnolari, Luca Bertazzi in Computational Management Science (2019)

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    Article

    A multistage risk-averse stochastic programming model for personal savings accrual: the evidence from Lithuania

    In this paper we consider the problem of choosing the optimal pension fund in the second pillar of Lithuanian pension system by providing some guidelines to individuals with defined contribution pension plans....

    Audrius Kabašinskas, Francesca Maggioni, Kristina Šutienė in Annals of Operations Research (2019)

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    Chapter

    Forecasting Methods and Optimization Models for the Inventory Management of Perishable Products: The Case of “La Centrale del Latte di Vicenza SpA”

    This paper is a report on a joint project by the Department of Management, Economics and Quantitative Methods of the University of Bergamo (in collaboration with the Department of Economics and Management of t...

    Luca Bertazzi, Francesca Maggioni in A View of Operations Research Applications… (2019)

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    Article

    Reduced cost-based variable fixing in two-stage stochastic programming

    The explicit consideration of uncertainty is essential in addressing most planning and operation issues encountered in the management of complex systems. Unfortunately, the resulting stochastic programming for...

    Teodor G. Crainic, Francesca Maggioni, Guido Perboli in Annals of Operations Research (2018)

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    Chapter

    A Two-Stage Stochastic Model for Distribution Logistics with Transshipment and Backordering: Stochastic Versus Deterministic Solutions

    We present a two-stage stochastic program for a distribution logistic system with transshipment and backordering under stochastic demand and we first argue that it is NP-hard. Then, we perform a computational ...

    Rossana Cavagnini, Luca Bertazzi in New Trends in Emerging Complex Real Life P… (2018)

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    Chapter and Conference Paper

    Bounding Multistage Stochastic Programs: A Scenario Tree Based Approach

    Multistage mixed-integer stochastic programs are among the most challenging optimization problems combining stochastic programs and discrete optimization problems. Approximation techniques which provide lower ...

    Francesca Maggioni, Elisabetta Allevi in Optimization and Decision Science: Methodo… (2017)

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    Article

    A scenario-based framework for supply planning under uncertainty: stochastic programming versus robust optimization approaches

    In this paper we analyze the effect of two modelling approaches for supply planning problems under uncertainty: two-stage stochastic programming (SP) and robust optimization (RO). The comparison between the tw...

    Francesca Maggioni, Florian A. Potra, Marida Bertocchi in Computational Management Science (2017)

  19. No Access

    Article

    Monotonic bounds in multistage mixed-integer stochastic programming

    Multistage stochastic programs bring computational complexity which may increase exponentially with the size of the scenario tree in real case problems. For this reason approximation techniques which replace t...

    Francesca Maggioni, Elisabetta Allevi, Marida Bertocchi in Computational Management Science (2016)

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    Article

    Solution Approaches for the Stochastic Capacitated Traveling Salesmen Location Problem with Recourse

    A facility has to be located in a given area to serve a given number of customers. The position of the customers is not known. The service to the customers is carried out by several traveling salesmen. Each of...

    Luca Bertazzi, Francesca Maggioni in Journal of Optimization Theory and Applications (2015)

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