CANDELIERI ANTONIO

Role
Associate professor  
Academic disciplines
Informatics (INFO-01/A)
Scientific-Disciplinary Group:
INFORMATICS (01/INFO-01)
Email
[email protected]
Office phone
0264487926
Room:
  • U07, Floor: 2, Room: 2096

Publications

  • Candelieri, A., Signori, E. (2026). e2HPO: Energy Efficient Hyperparameter Optimization via Energy-Aware Multiple Information Source Bayesian Optimization. In Learning and Intelligent Optimization
    19th International Conference, LION 19, Prague, Czech Republic, June 15–19, 2025, Proceedings, Part I (pp.135-150) [10.1007/978-3-032-09156-7_10].     Detail

  • Amini, S., Candelieri, A., Van Nieuwenhuyse, I. (2026). Decision Maker Preferences in Surrogate-Based Multi-objective Optimization: A Survey. In Learning and Intelligent Optimization 19th International Conference, LION 19, Prague, Czech Republic, June 15–19, 2025, Proceedings, Part I (pp.167-182). Springer Science and Business Media Deutschland GmbH [10.1007/978-3-032-09156-7_12]. Detail

  • Candelieri, A., Ponti, A., Archetti, F. (2025). Bayesian optimization over the probability simplex. ANNALS OF MATHEMATICS AND OF ARTIFICIAL INTELLIGENCE, 93(1), 77-91 [10.1007/s10472-023-09883-w]. Detail

  • Candelieri, A., Ponti, A., Archetti, F. (2025). Gaussian Process regression over discrete probability measures: on the non-stationarity relation between Euclidean and Wasserstein Squared Exponential Kernels. JOURNAL OF GLOBAL OPTIMIZATION, 92(2), 253-278 [10.1007/s10898-025-01463-y]. Detail

  • Candelieri, A., Ponti, A., Archetti, F. (2025). Multi-Objective and Multiple Information Source Optimization for Fair & Green Machine Learning. In Numerical Computations: Theory and Algorithms 4th International Conference, NUMTA 2023, Pizzo Calabro, Italy, June 14–20, 2023, Revised Selected Papers, Part I (pp.49-63). Springer Science and Business Media Deutschland GmbH [10.1007/978-3-031-81241-5_4]. Detail

Full list

Research projects

Energidrica- Efficienza energetica nella gestione delle reti idriche
Year: 2017
Call: 2017-043 - PROGETTI DI RICERCA INDUSTRIALE E SVILUPPO SPERIMENTALE NELLE 12 AREE DI SPECIALIZZAZIONE INDIVIDUATE DAL PNR 2015-2020
Grantors: M.I.U.R. - MINISTERO DELL'ISTRUZIONE, DELL'UNIVERSITA' E DELLA RICERCA

Awards

Management or corporate responsibility

  • ENERGIDRICA – Efficienza energetica nelle reti idriche (CUP B42F20000390006)
    Programma PON “Ricerca e Innovazione” 2014- 2020 – Azione II – OS 1.b.
    http://www.ponricerca.gov.it/ - Università degli Studi di MILANO-BICOCCA, 2021 - 2023

Research and teaching assignments

  • Ricercatore universitario a t.d. - Università degli Studi di MILANO-BICOCCA, 2019
  • Ricercatore universitario a t.d. - Università degli Studi di MILANO-BICOCCA, 2019 - 2022
  • Ricercatore universitario a t.d. - Università degli Studi di MILANO-BICOCCA, 2016 - 2019

Congresses/Conferences

  • Program committee - LION 18 - 18th International conference on Learning and Intelligent Optimization(Italia), 2024
  • Program committee - 4th International Conference and Summer School on Numerical computations: theory and algorithms (NUMTA)(Italia), 2023
  • Program committee - LION 17 - 17th International conference on Learning and Intelligent Optimization(Francia), 2023
  • Program committee - LION 16 - 16th International conference on Learning and Intelligent Optimization(Grecia), 2022
  • Program committee - LION 15 - 15th International conference on Learning and Intelligent Optimization(Grecia), 2021
  • Program committee - LION 14 - 14th International conference on Learning and Intelligent Optimization, 2020
  • Program committee - Numerical Computations: Theory and Algorithms (NUMTA) 2019, The 3rd International Conference and Summer School(Italia), 2019