CURRICULUM VITAE.pdf

NEWS

- 2024 EECI-IGSC gradute course on Scenario Optimization - early registration opened until March 15, 2023

    Module: M17 - Oxford (UK) - 24/06/2024-28/06/2024

    Title: The Scenario Approach: Data Science for Systems, Control, and Machine Laerning)

    Instructors: M.C. Campi, S. Garatti

- I'm invited speaker at the AAAI Workshop on Learnable Optimization (LEANOPT 24)

    Talk: "Optimization meets AI: trustworthy decisions via the Scenario Approach"

    The workshop is part of the 38th Annual AAAI Conference on Artificial Intelligence (February 20-27, 2024 - Vancouver, Canada)

- A new article has been published on the Journal of Machine Learning Research!

    Title: Compression, Generalization and Learning

    Authors: Marco C. Campi and Simone Garatti

    The core of the scenario approach theory developed to an incredibly broad extent, with applications to statistical learning theory and many learning algorithms. It can be downloaded here.

- A new article has been accepted for the 37^th conference on Neural Information Processing Systems (NeurIPS 2023) as a SPOTLIGHT paper!

    Title: The Pick-to-Learn Algorithm: Empowering Compression for Tight Generalization Bounds and Improved Post-training Performance

    Authors: Dario Paccagnan, Marco C. Campi and Simone Garatti

    Here we show that any learning algorithm can be used as a black-box to construct a new learning algorithm that exhibits compression properties and for which the powerful generalization theory of the scenario approach can be applied. "Spotlight" is a highly selective category and this achievement has been reported by the Imperial College, UK. It can be downloaded here.

- I've organized a mini-symposium for the SIAM Conference on Optimization 2023

    Title: "Data-Driven Optimization: Algorithms and Theoretical Guarantees"

- 2023 EECI-IGSC gradute course on Scenario Optimization - early registration opened until January 15, 2023

    Module: M01 - Milan (Italy) - 06/02/2023-10/02/2023

    Title: The Scenario Approach: Data Science for Systems, Control, and Machine Laerning)

    Instructors: M.C. Campi, S. Garatti

- I'm semi-plenary speaker at the 2022 European Conference on Stochastic Optimization Computational Management Science (ECSO-CMS)!

    Talk: "Scenario optimization with relaxation: a new theory for data driven decisions with improved performance"

- I'm invited speaker at the Workshop "Robustness and resilience in stochastic optimization and statistical learning: mathematical foundations"

    73rd International School of Mathematics "Guido Stampacchia" - Ettore Majoriana Foundation and Center for Scientific Culture, Erice, Italy, May 19-25, 2022

    Talk: "The scenario approach as a general tool for risk control in data-driven optimization"

- 2022 EECI-IGSC gradute course on Scenario Optimization - early registration opened until January 16, 2021

    Module: M01 - Milan (Italy) - 31/01/2022-04/02/2022

    Title: From Data to Decisions: the Scenario Approach (with Applications to Systems, Control, Machine Laerning)

    Instructors: M.C. Campi, S. Garatti

- I'm keynote speaker at the IEEE 3rd Conference on Norbert Wiener in the 21^st Century!

    Talk: "Data-driven decision making via the scenario approach"

- 2021 EECI-IGSC gradute course on Scenario Optimization - early registration opened until January 8, 2021

    Module: M02 - ONLINE - 08/02/2021-12/02/2021

    Title: From Data to Decisions: the Scenario Approach (with Applications to Systems, Control, Machine Laerning)

    Instructors: M.C. Campi, S. Garatti

- 2020 EECI-IGSC gradute course on Scenario Optimization - early registration opened until January 12, 2020

    Module: M01 - Mumbai (India) - 27/01/2020-31/01/2020

    Title: From Data to Decisions: the Scenario Approach (Systems, Control, Machine Laerning)

    Instructors: M.C. Campi, S. Garatti

- new book on Scenario Optimization (M.C. Campi, S. Garatti, Introduction to the scenario approach, SIAM, 2018)

- 2019 EECI-IGSC gradute course on Scenario Optimization - early registration opened until December 31, 2018

    Module: M05 - Instanbul - 04/02/2019-08/02/2018

    Title: The Scenario Approach: Making Decisions in an Uncertain World (Systems, Control, Machine Learning)

    Instructors: M.C. Campi, S. Garatti