Juan-Pablo Ortega

Cited by

	All	Since 2019
Citations	3360	1629
h-index	30	20
i10-index	59	33

420

210

105

315

1999200020012002200320042005200620072008200920102011201220132014201520162017201820192020202120222023202423 18 43 34 38 68 70 80 124 99 96 81 78 87 165 94 139 100 123 124 140 209 279 248 404 344

Public access

View all

37 articles

0 articles

available

not available

Based on funding mandates

Co-authors

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
James MontaldiUniversity of ManchesterVerified email at manchester.ac.uk
Zhenyu CuiAssociate Professor, School of Business, Stevens Institute of TechnologyVerified email at stevens.edu
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


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Momentum maps and Hamiltonian reduction JP Ortega, TS Ratiu Springer Science & Business Media, 2013	591	2013
Hamiltonian reduction by stages JE Marsden, G Misiolek, JP Ortega, M Perlmutter, TS Ratiu Springer, 2007	325	2007
Echo state networks are universal L Grigoryeva, JP Ortega Neural Networks 108, 495-508, 2018	238	2018
Reservoir computing universality with stochastic inputs L Gonon, JP Ortega IEEE transactions on neural networks and learning systems 31 (1), 100-112, 2019	115	2019
Stochastic Hamiltonian dynamical systems JA Lázaro-Camí, JP Ortega arXiv preprint math/0702787, 2007	110	2007
Dynamics on Leibniz manifolds JP Ortega, V Planas-Bielsa Journal of Geometry and Physics 52 (1), 1-27, 2004	94	2004
Symmetry, reduction and stability in Hamiltonian systems JP Ortega Ph D Thesis, University of California, 1998	89	1998
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	83	2023
Stability of Hamiltonian relative equilibria JP Ortega, TS Ratiu Nonlinearity 12 (3), 693, 1999	82	1999
Singular reduction of Poisson manifolds JP Ortega, TS Ratiu Letters in Mathematical Physics 46, 359-372, 1998	63	1998
The momentum map in Poisson geometry RL Fernandes, JP Ortega, TS Ratiu American journal of mathematics 131 (5), 1261-1310, 2009	60	2009
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	59	2018
Fading memory echo state networks are universal L Gonon, JP Ortega Neural Networks 138, 10-13, 2021	58	2021
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	58	2019
Optimal nonlinear information processing capacity in delay-based reservoir computers L Grigoryeva, J Henriques, L Larger, JP Ortega Scientific reports 5 (1), 12858, 2015	56	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	43	2021
Risk bounds for reservoir computing L Gonon, L Grigoryeva, JP Ortega Journal of Machine Learning Research 21 (240), 1-61, 2020	42	2020

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