Marcello Restelli

Cited by

	All	Since 2017
Citations	3455	2518
h-index	32	29
i10-index	86	73

760

380

190

570

2003200420052006200720082009201020112012201320142015201620172018201920202021202220 15 13 23 38 52 50 62 70 63 116 125 113 145 163 223 309 531 747 540

Public access

View all

12 articles

1 article

available

not available

Based on funding mandates

Co-authors

Andrea BonariniFull Professor, Politecnico di MilanoVerified email at polimi.it
Alessandro LazaricResearch Scientist, Facebook Artificial Intelligence ResearchVerified email at inria.fr
Matteo PirottaResearch Scientist, Meta (FAIR)Verified email at fb.com
Alberto Maria MetelliPostdoctoral Researcher, Politecnico di MilanoVerified email at polimi.it
Nicola GattiPolitecnico di MilanoVerified email at elet.polimi.it
Francesco TrovòPolitecnico di Milano, Dipartimento di Elettronica, Informazione e BioingegneriaVerified email at polimi.it
Andrea CastellettiProfessor, Politecnico di MilanoVerified email at polimi.it
Matteo MatteucciFull Professor, Department of Electronics Information and Bioengineering, Politecnico di MilanoVerified email at polimi.it
Matteo PapiniUniversitat Pompeu FabraVerified email at polimi.it
Andrea TirinzoniMeta AIVerified email at fb.com
Alessandro NuaraPhD student, Politecnico di MilanoVerified email at polimi.it
Stefano GalelliAssociate Professor, Singapore University of Technology and DesignVerified email at sutd.edu.sg
Carlo D'EramoIndependent Research Group Leader - LiteRL @ Hessian.AI | TU DarmstadtVerified email at robot-learning.de
Luca BascettaAssociate Professor, Department of Electronics Information and Bioengineering, Politecnico di MilanoVerified email at polimi.it
Mirco MuttiPolitecnico di MilanoVerified email at polimi.it
Lorenzo BisiPhD student, Politecnico di MilanoVerified email at polimi.it
Stefano PaladinoPolitecnico di MilanoVerified email at polimi.it
Giorgia RamponiETH ZurichVerified email at inf.ethz.ch
Edoardo VittoriPhd Student, Politecnico di MilanoVerified email at polimi.it
Amarildo LikmetaUniversita di Bologna, Politecnico di MilanoVerified email at unibo.it

Marcello Restelli

Associate Professor, Politecnico di Milano

Verified email at polimi.it - Homepage

Machine Learning Reinforcement Learning


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Tree‐based reinforcement learning for optimal water reservoir operation A Castelletti, S Galelli, M Restelli, R Soncini‐Sessa Water Resources Research 46 (9), 2010	179	2010
Transfer of samples in batch reinforcement learning A Lazaric, M Restelli, A Bonarini Proceedings of the 25th international conference on Machine learning, 544-551, 2008	172	2008
Reinforcement learning in continuous action spaces through sequential Monte Carlo methods A Lazaric, M Restelli, A Bonarini In: Adv. Neural Information Proc. Systems, 2007	156	2007
Stochastic variance-reduced policy gradient M Papini, D Binaghi, G Canonaco, M Pirotta, M Restelli International Conference on Machine Learning, 4023-4032, 2018	114	2018
Automatic error detection and reduction for an odometric sensor based on two optical mice A Bonarini, M Matteucci, M Restelli Proceedings of the 2005 IEEE international conference on robotics and …, 2005	108	2005
A multiobjective reinforcement learning approach to water resources systems operation: Pareto frontier approximation in a single run A Castelletti, F Pianosi, M Restelli Water Resources Research 49 (6), 3476-3486, 2013	97	2013
Safe Policy Iteration M Pirotta, M Restelli, A Pecorino, D Calandriello Proceedings of the 30th international conference on Machine learning, 307-315, 2013	90	2013
Data-driven dynamic emulation modelling for the optimal management of environmental systems A Castelletti, S Galelli, M Restelli, R Soncini-Sessa Environmental Modelling & Software 34, 30-43, 2012	89	2012
A kinematic-independent dead-reckoning sensor for indoor mobile robotics A Bonarini, M Matteucci, M Restelli 2004 IEEE/RSJ International Conference on Intelligent Robots and Systems …, 2004	81	2004
Policy optimization via importance sampling AM Metelli, M Papini, F Faccio, M Restelli Advances in Neural Information Processing Systems 31, 2018	70	2018
Coherent transport of quantum states by deep reinforcement learning R Porotti, D Tamascelli, M Restelli, E Prati Communications Physics 2 (1), 1-9, 2019	67	2019
Policy gradient in Lipschitz Markov Decision Processes M Pirotta, M Restelli, L Bascetta Machine Learning 100 (2), 255-283, 2015	67	2015
Adaptive step-size for policy gradient methods M Pirotta, M Restelli, L Bascetta Advances in Neural Information Processing Systems 26, 2013	66	2013
Reinforcement distribution in fuzzy Q-learning A Bonarini, A Lazaric, F Montrone, M Restelli Fuzzy sets and systems 160 (10), 1420-1443, 2009	63	2009
Sparse multi-task reinforcement learning D Calandriello, A Lazaric, M Restelli Advances in neural information processing systems 27, 2014	60	2014
Multi-objective reinforcement learning with continuous pareto frontier approximation M Pirotta, S Parisi, M Restelli Twenty-Ninth AAAI Conference on Artificial Intelligence, 2928-2934, 2015	56	2015
Transfer from multiple MDPs A Lazaric, M Restelli Advances in Neural Information Processing Systems 24, 1746-1754, 2011	56	2011
Learning to cooperate in multi-agent social dilemmas EM de Cote, A Lazaric, M Restelli Proceedings of the fifth international joint conference on Autonomous agents …, 2006	51	2006
Sharing Knowledge in Multi-Task Deep Reinforcement Learning C D'Eramo, D Tateo, A Bonarini, M Restelli, J Peters International Conference on Learning Representations, 2020	50	2020
A combinatorial-bandit algorithm for the online joint bid/budget optimization of pay-per-click advertising campaigns A Nuara, F Trovo, N Gatti, M Restelli Proceedings of the AAAI Conference on Artificial Intelligence 32 (1), 2018	48	2018

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors