Juan-Pablo Ortega

Cited by

	All	Since 2020
Citations	3646	1768
h-index	31	21
i10-index	60	33

520

260

130

390

19992000200120022003200420052006200720082009201020112012201320142015201620172018201920202021202220232024202523 18 43 34 37 68 69 81 123 101 98 82 76 85 165 96 145 98 124 123 143 213 280 251 396 514 109

Public access

View all

39 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 ucalgary.ca
Laurent LargerFEMTO-ST, University of Franche-Comté, Physics professorVerified email at univ-fcomte.fr
Robert ElliottResearch Professor, University of South Australia.. Faculty Professor and Emeritus Professor CalgaryVerified email at ucalgary.ca
Victor Planas-BielsaCentre Scientifique de MonacoVerified email at centrescientifique.mc
Josef TeichmannETH ZurichVerified email at math.ethz.ch
Clément MarsilliIMFVerified email at imf.org
emmanuel haffenProf.Verified email at univ-fcomte.fr
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
James MontaldiUniversity of ManchesterVerified email at manchester.ac.uk
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
Alexandre ComteNEURAXESS - Department of Functional Neuroimaging Research, University Hospital of BesançonVerified email at univ-fcomte.fr

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	607	2013
Hamiltonian reduction by stages JE Marsden, G Misiolek, JP Ortega, M Perlmutter, TS Ratiu Springer, 2007	345	2007
Echo state networks are universal L Grigoryeva, JP Ortega Neural Networks 108, 495-508, 2018	274	2018
Reservoir computing universality with stochastic inputs L Gonon, JP Ortega IEEE transactions on neural networks and learning systems 31 (1), 100-112, 2019	135	2019
Stochastic Hamiltonian dynamical systems JA Lázaro-Camí, JP Ortega arXiv preprint math/0702787, 2007	120	2007
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	104	2023
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	90	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	74	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	66	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	65	2018
The momentum map in Poisson geometry RL Fernandes, JP Ortega, TS Ratiu American journal of mathematics 131 (5), 1261-1310, 2009	62	2009
Singular reduction of Poisson manifolds JP Ortega, TS Ratiu Letters in Mathematical Physics 46, 359-372, 1998	62	1998
Optimal nonlinear information processing capacity in delay-based reservoir computers L Grigoryeva, J Henriques, L Larger, JP Ortega Scientific reports 5 (1), 12858, 2015	61	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	59	2014
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	53	2021
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
Risk bounds for reservoir computing L Gonon, L Grigoryeva, JP Ortega Journal of Machine Learning Research 21 (240), 1-61, 2020	47	2020
Differentiable reservoir computing L Grigoryeva, JP Ortega Journal of Machine Learning Research 20 (179), 1-62, 2019	47	2019

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