Juan-Pablo Ortega

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Tudor RatiuProfessor of Mathematics, Ecole Polytechnique Federale de LausanneVerified email at epfl.ch
Lyudmila GrigoryevaAssociate Professor at University of St. GallenVerified email at unisg.ch
Lukas GononImperial College LondonVerified email at imperial.ac.uk
Alexandru BadescuProfessor, Department of Mathematics and Statistics, University of CalgaryVerified email at math.ucalgary.ca
Laurent LargerFEMTO-ST, University of Franche-Comté, Physics professorVerified email at univ-fcomte.fr
Victor Planas-BielsaCentre Scientifique de MonacoVerified email at centrescientifique.mc
Robert ElliottResearch Professor, University of South Australia.. Faculty Professor and Emeritus Professor CalgaryVerified email at ucalgary.ca
emmanuel haffenProf.Verified email at univ-fcomte.fr
Clément MarsilliIMFVerified email at imf.org
Josef TeichmannETH ZurichVerified email at math.ethz.ch
Zhenyu CuiAssociate Professor, School of Business, Stevens Institute of TechnologyVerified email at stevens.edu
James MontaldiUniversity of ManchesterVerified email at manchester.ac.uk
Rui Loja FernandesDepartment of Mathematics, University of Illinois at Urbana-ChampaignVerified email at illinois.edu
Petre BirteaWest University of TimisoaraVerified email at e-uvt.ro
Thierry MoulinProfesseur de neurologie, Université BesanconVerified email at univ-fcomte.fr
Christa CuchieroUNIVERSITÄT WIENVerified email at UNIVIE.AC.AT
Allen Graham HartResearch Fellow, Exeter UniversityVerified email at exeter.ac.uk
Luc BauwensProfessor of Economics, Université catholique de LouvainVerified email at uclouvain.be
Stéphane ChrétienDean of ASSP Faculty and Full professor of Statistics and Machine Learning, University of Lyon 2Verified email at univ-lyon2.fr
Julian WergielukDataRobotVerified email at wergieluk.com

Juan-Pablo Ortega

Nanyang Technological University

Verified email at ntu.edu.sg - Homepage

Learning of dynamic processes geometric mechanics


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Momentum maps and Hamiltonian reduction JP Ortega, TS Ratiu Springer Science & Business Media, 2013	600	2013
Hamiltonian reduction by stages JE Marsden, G Misiolek, JP Ortega, M Perlmutter, TS Ratiu Springer, 2007	333	2007
Echo state networks are universal L Grigoryeva, JP Ortega Neural Networks 108, 495-508, 2018	245	2018
Reservoir computing universality with stochastic inputs L Gonon, JP Ortega IEEE transactions on neural networks and learning systems 31 (1), 100-112, 2019	118	2019
Stochastic Hamiltonian dynamical systems JA Lázaro-Camí, JP Ortega arXiv preprint math/0702787, 2007	114	2007
Dynamics on Leibniz manifolds JP Ortega, V Planas-Bielsa Journal of Geometry and Physics 52 (1), 1-27, 2004	95	2004
Approximation bounds for random neural networks and reservoir systems L Gonon, L Grigoryeva, JP Ortega The Annals of Applied Probability 33 (1), 28-69, 2023	90	2023
Symmetry, reduction and stability in Hamiltonian systems JP Ortega Ph D Thesis, University of California, 1998	89	1998
Stability of Hamiltonian relative equilibria JP Ortega, TS Ratiu Nonlinearity 12 (3), 693, 1999	82	1999
Fading memory echo state networks are universal L Gonon, JP Ortega Neural Networks 138, 10-13, 2021	63	2021
Singular reduction of Poisson manifolds JP Ortega, TS Ratiu Letters in Mathematical Physics 46, 359-372, 1998	63	1998
Predicting US bank failures with MIDAS logit models F Audrino, A Kostrov, JP Ortega Journal of Financial and Quantitative Analysis 54 (6), 2575-2603, 2019	61	2019
Universal discrete-time reservoir computers with stochastic inputs and linear readouts using non-homogeneous state-affine systems L Grigoryeva, JP Ortega Journal of Machine Learning Research 19 (24), 1-40, 2018	61	2018
The momentum map in Poisson geometry RL Fernandes, JP Ortega, TS Ratiu American journal of mathematics 131 (5), 1261-1310, 2009	61	2009
Optimal nonlinear information processing capacity in delay-based reservoir computers L Grigoryeva, J Henriques, L Larger, JP Ortega Scientific reports 5 (1), 12858, 2015	59	2015
Forecasting growth during the Great Recession: is financial volatility the missing ingredient? L Ferrara, C Marsilli, JP Ortega Economic Modelling 36, 44-50, 2014	54	2014
Non-linear stability of singular relative periodic orbits in Hamiltonian systems with symmetry JP Ortega, TS Ratiu Journal of Geometry and Physics 32 (2), 160-188, 1999	48	1999
Reduction, reconstruction, and skew-product decomposition of symmetric stochastic differential equations JA Lázaro-Camí, JP Ortega Stochastics and Dynamics 9 (01), 1-46, 2009	45*	2009
Discrete-time signatures and randomness in reservoir computing C Cuchiero, L Gonon, L Grigoryeva, JP Ortega, J Teichmann IEEE Transactions on Neural Networks and Learning Systems 33 (11), 6321-6330, 2021	44	2021
Stochastic nonlinear time series forecasting using time-delay reservoir computers: Performance and universality L Grigoryeva, J Henriques, L Larger, JP Ortega Neural Networks 55, 59-71, 2014	44	2014

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