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M

Marcello Restelli

Politecnico di Milano

29H-index
334Paper Count
3.3KCitation Count
Published Papers 31
Publication Date
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Feature aggregation in nonlinear systems: two interpretable supervised algorithms
errData Mining and Knowledge Discovery
IF4.3
err2026-06-20
err0
errOAAI
errPaolo Bonetti; Alberto Maria Metelli; Marcello Restelli
errShare
errSave
The Maturation of AI in Drought Science: A Review of Trends, Pitfalls, and Priorities
errWater Resources Research
IF5
err2026-04-08
err0
errOAAI
errGuido Ascenso; Matteo Giuliani; Jorge Pérez-Aracil; Sancho Salcedo-Sanz; Claudia Bertini; Paolo Bonetti; Gustau Camps-Valls; Miguel Ángel Fernández Torres; Andrea Ficchì; Nora Linscheid; Martina Merlo; Giulio Palcic; Markus Reichstein; Marcello Restelli; Andrea Toreti; Eliot Walt; Andrea Castelletti
errShare
errSave
Optimizing energy management of smart grid using reinforcement learning aided by surrogate models built using physics-informed neural networks
errApplied Energy
IF11
err2025-09-25
err0
PREAI
errJulen Cestero; Carmine Delle Femine; Kenji S. Muro; Marco Quartulli; Marcello Restelli
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errSave
Minimax off-policy evaluation and learning with subgaussian and differentiable importance weighting
errArtificial Intelligence
IF4.6
err2025-09-15
err0
errOAAI
errAlberto Maria Metelli; Alessio Russo; Marcello Restelli
errShare
errSave
Human-AI Interaction in Safety-Critical Network Infrastructures
erriScience
IF4.1
err2025-08-20
err0
errOAAI
errMarco Mussi; Alberto Maria Metelli; Marcello Restelli; Gianvito Losapio; Ricardo J. Bessa; Daniel Boos; Clark Borst; Giulia Leto; Alberto Castagna; Ricardo Chavarriaga; Duarte Dias; Adrian Egli; Andrina Eisenegger; Yassine El Manyari; Anton Fuxjäger; Joaquim Geraldes; Samira Hamouche; Mohamed Hassouna; Bruno Lemetayer; Milad Leyli-Abadi; Roman Liessner; Jonas Lundberg; Antoine Marot; Maroua Meddeb; Viola Schiaffonati; Manuel Schneider; Thilo Stadelmann; Julia Usher; Herke Van Hoof; Jan Viebahn; Toni Waefler; Giacomo Zanotti
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errSave
A novel digital twin for battery energy storage systems in micro-grids
errJournal of Energy Storage
IF9.8
err2025-08-08
err0
errOAAI
errDavide Salaorni; Federico Bianchi; Silvia Colnago; Andrea Barisione; Francesco Trovò; Marcello Restelli
errShare
errSave
Search or split: policy gradient with adaptive policy space
errMachine Learning
IF2.9
err2025-07-11
err0
PREAI
errGianmarco Tedeschi; Matteo Papini; Alberto Maria Metelli; Marcello Restelli
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errSave
Factored-reward bandits with intermediate observations: Regret minimization and best arm identification
errartificial intelligence review
IF4.6
err2025-05-23
err0
errOAAI
errMarco Mussi; Simone Drago; Marcello Restelli; Alberto Maria Metelli
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errSave
Sample complexity of variance-reduced policy gradient: weaker assumptions and lower bounds
errMACHINE LEARNING
IF2.9
err2024-06-27
err0
PREAI
errPaczolay, Gabor; Papini, Matteo; Metelli, Alberto Maria; Harmati, Istvan; Restelli, Marcello
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errSave
Optimizing Empty Container Repositioning and Fleet Deployment via Configurable Semi-POMDPs
errIEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
IF8.4
err2024-05-01
err1
errOAAI
errPoiani, Riccardo; Stirbu, Ciprian; Metelli, Alberto Maria; Restelli, Marcello
errShare
errSave
A Reinforcement Learning controller optimizing costs and battery State of Health in smart grids
errJOURNAL OF ENERGY STORAGE
IF9.8
err2024-03-01
err2
errOAAI
errMussi, Marco; Pellegrino, Luigi; Pindaro, Oscar Francesco; Restelli, Marcello; Trovo, Francesco
errShare
errSave
IWDA: Importance Weighting for Drift Adaptation in Streaming Supervised Learning Problems
errIEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
IF8.9
err2023-10-01
err6
PREAI
errFedeli, Filippo; Metelli, Alberto Maria; Trovo, Francesco; Restelli, Marcello
errShare
errSave
Dealer markets: A reinforcement learning mean field game approach
errNORTH AMERICAN JOURNAL OF ECONOMICS AND FINANCE
IF3.9
err2023-09-01
err0
errOAAI
errBernasconi, Martino; Vittori, E.; Trovo, F.; Restelli, M.
errShare
errSave
ARLO: A framework for Automated Reinforcement Learning
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2023-08-01
err1
errOAAI
errMussi, Marco; Lombarda, Davide; Metelli, Alberto Maria; Trovo, Francesco; Restelli, Marcello
errShare
errSave
The EU-funded I3LUNG Project: Integrative Science, Intelligent Data Platform for Individualized LUNG Cancer Care With Immunotherapy
errCLINICAL LUNG CANCER
IF3.3
err2023-06-01
err7
PREAI
errPrelaj, Arsela; Ganzinelli, Monica; Trovo, Francesco; Roisman, LailaC.; Pedrocchi, Alessandra Laura Giulia; Kosta, Sokol; Restelli, Marcello; Ambrosini, Emilia; Broggini, Massimo; Pravettoni, Gabriella; Monzani, Dario; Nuara, Alessandro; Amat, Ramon; Spathas, Nikos; Willis, Michael; Pearson, Alexander; Dolezal, James; Mazzeo, Laura; Sangaletti, Sabina; Correa, Ana Maria; Aguaron, Alfonso; Watermann, Iris; Popa, Crina; Raimondi, Giulia; Triulzi, Tiziana; Steurer, Stefan; Lo Russo, Giuseppe; Linardou, Helena; Peled, Nir; Felip, Enriqueta; Reck, Martin; Garassino, Marina Chiara
errShare
errSave
Risk-averse optimization of reward-based coherent risk measures
errartificial intelligence review
IF4.6
err2023-03-01
err2
PREAI
errBonetti, Massimiliano; Bisi, Lorenzo; Restelli, Marcello
errShare
errSave
Real-world data to build explainable trustworthy artificial intelligence models for prediction of immunotherapy efficacy in NSCLC patients
errFRONTIERS IN ONCOLOGY
IF3.3
err2023-01-23
err11
errOAAI
errPrelaj, Arsela; Galli, Edoardo Gregorio; Miskovic, Vanja; Pesenti, Mattia; Viscardi, Giuseppe; Pedica, Benedetta; Mazzeo, Laura; Bottiglieri, Achille; Provenzano, Leonardo; Spagnoletti, Andrea; Marinacci, Roberto; De Toma, Alessandro; Proto, Claudia; Ferrara, Roberto; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Galli, Giulia; Signorelli, Diego; Giani, Claudia; Beninato, Teresa; Pircher, Chiara Carlotta; Rametta, Alessandro; Kosta, Sokol; Zanitti, Michele; Di Mauro, Maria Rosa; Rinaldi, Arturo; Di Gregorio, Settimio; Antonia, Martinetti; Garassino, Marina Chiara; de Braud, Filippo G. M.; Restelli, Marcello; Lo Russo, Giuseppe; Ganzinelli, Monica; Trovo, Francesco; Pedrocchi, Alessandra Laura Giulia
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errSave
An online state of health estimation method for lithium-ion batteries based on time partitioning and data-driven model identification
errJOURNAL OF ENERGY STORAGE
IF9.8
err2022-11-01
err5
errOAAI
errMussi, Marco; Pellegrino, Luigi; Restelli, Marcello; Trov, Francesco
errShare
errSave
Smoothing policies and safe policy gradients
errMACHINE LEARNING
IF2.9
err2022-10-20
err2
errOAAI
errPapini, Matteo; Pirotta, Matteo; Restelli, Marcello
errShare
errSave
Risk-averse policy optimization via risk-neutral policy optimization
errartificial intelligence review
IF4.6
err2022-10-01
err3
PREAI
errBisi, Lorenzo; Santambrogio, Davide; Sandrelli, Federico; Tirinzoni, Andrea; Ziebart, Brian D.; Restelli, Marcello
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errSave

Research Directions

No research directions
Co-authors
Cooperation Journals
M
Markus Reichstein
H-index: 133 · Papers: 986
E
Enriqueta Felip
H-index: 129 · Papers: 1.5K
G
Gustau Camps‐Valls
H-index: 89 · Papers: 724
M
Martin Reck
H-index: 79 · Papers: 638
N
Nir Peled
H-index: 75 · Papers: 559
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