Juan-Pablo Ortega

Juan-Pablo Ortega

Nanyang Technological University

H-index: 29

Asia-Singapore

About Juan-Pablo Ortega

Juan-Pablo Ortega, With an exceptional h-index of 29 and a recent h-index of 19 (since 2020), a distinguished researcher at Nanyang Technological University, specializes in the field of Learning of dynamic processes, geometric mechanics.

His recent articles reflect a diverse array of research interests and contributions to the field:

State-Space Systems as Dynamic Generative Models

Data-driven cold starting of good reservoirs

Tracing curves in the plane: geometric-invariant learning from human demonstrations

Learnability of linear port-Hamiltonian systems

Quantum reservoir computing in finite dimensions

Learning strange attractors with reservoir systems

Geometric Learning with Positively Decomposable Kernels

The Design and Development of Instrumented Toys for the Assessment of Infant Cognitive Flexibility

Juan-Pablo Ortega Information

University

Position

___

Citations(all)

3093

Citations(since 2020)

1372

Cited By

2186

hIndex(all)

29

hIndex(since 2020)

19

i10Index(all)

57

i10Index(since 2020)

31

Email

University Profile Page

Nanyang Technological University

Google Scholar

View Google Scholar Profile

Juan-Pablo Ortega Skills & Research Interests

Learning of dynamic processes

geometric mechanics

Top articles of Juan-Pablo Ortega

Title

Journal

Author(s)

Publication Date

State-Space Systems as Dynamic Generative Models

arXiv preprint arXiv:2404.08717

Juan-Pablo Ortega

Florian Rossmannek

2024/4/12

Data-driven cold starting of good reservoirs

arXiv preprint arXiv:2403.10325

Lyudmila Grigoryeva

Boumediene Hamzi

Felix P Kemeth

Yannis Kevrekidis

G Manjunath

...

2024/3/15

Tracing curves in the plane: geometric-invariant learning from human demonstrations

Plos one

Sri Harsha Turlapati

Lyudmila Grigoryeva

Juan-Pablo Ortega

Domenico Campolo

2024/2/28

Learnability of linear port-Hamiltonian systems

Journal of Machine Learning Research

Juan-Pablo Ortega

Daiying Yin

2024

Quantum reservoir computing in finite dimensions

Physical Review E

Rodrigo Martínez-Peña

Juan-Pablo Ortega

2023/3/24

Learning strange attractors with reservoir systems

Nonlinearity

Lyudmila Grigoryeva

Allen Hart

Juan-Pablo Ortega

2023/7/27

Geometric Learning with Positively Decomposable Kernels

Salem Said

Cyrus Mostajeran

Juan-Pablo Ortega

Nathaël da Costa

2023/11/4

The Design and Development of Instrumented Toys for the Assessment of Infant Cognitive Flexibility

Sensors

Vishal Ramanathan

Mohammad Zaidi Ariffin

Guo Dong Goh

Guo Liang Goh

Mohammad Adhimas Rikat

...

2023/3/1

Transport in reservoir computing

Physica D: Nonlinear Phenomena

G Manjunath

Juan-Pablo Ortega

2023/7/1

Invariant kernels on Riemannian symmetric spaces: a harmonic-analytic approach

Nathaël da Costa

Cyrus Mostajeran

Juan-Pablo Ortega

Salem Said

2023/11/4

Memory of recurrent networks: Do we compute it right?

arXiv preprint arXiv:2305.01457

Giovanni Ballarin

Lyudmila Grigoryeva

Juan-Pablo Ortega

2023/5/2

THE ANNALS

The Annals of Probability

PETER K FRIZ

PAVEL ZORIN-KRANICH

XIN CHEN

XUEMEI LI

BO WU

...

2023/3

Learning multi-modal generative models with permutation-invariant encoders and tighter variational bounds

arXiv preprint arXiv:2309.00380

Marcel Hirt

Domenico Campolo

Victoria Leong

Juan-Pablo Ortega

2023/9/1

Infinite-dimensional reservoir computing

arXiv preprint arXiv:2304.00490

Lukas Gonon

Lyudmila Grigoryeva

Juan-Pablo Ortega

2023/4/2

Approximation bounds for random neural networks and reservoir systems

The Annals of Applied Probability

Lukas Gonon

Lyudmila Grigoryeva

Juan-Pablo Ortega

2023/2

Expressiveness and Structure Preservation in Learning Port-Hamiltonian Systems

Juan-Pablo Ortega

Daiying Yin

2023/8/1

A posteriori error analysis of a Banach spaces-based fully mixed FEM for double-diffusive convection in a fluid-saturated porous medium

Computational Geosciences

Sergio Caucao

Gabriel N Gatica

Juan P Ortega

2023/4

Cold-starting of reservoir systems in the forecasting of dynamical systems

Lyudmila Grigoryeva

Boumediene Hamzi

Felix P Kemeth

Yannis Kevrekidis

Gangadhara Manjunath

...

2024/8/30

The Gaussian kernel on the circle and spaces that admit isometric embeddings of the circle

Nathaël Da Costa

Cyrus Mostajeran

Juan-Pablo Ortega

2023/8/1

Reservoir computing for macroeconomic forecasting with mixed-frequency data

International Journal of Forecasting

Giovanni Ballarin

Petros Dellaportas

Lyudmila Grigoryeva

Marcel Hirt

Sophie van Huellen

...

2023/12/7

See List of Professors in Juan-Pablo Ortega University(Nanyang Technological University)

Co-Authors

H-index: 59
Tudor Ratiu

Tudor Ratiu

École Polytechnique Fédérale de Lausanne

H-index: 54
Laurent Larger

Laurent Larger

Université de Franche-Comté

H-index: 42
Luc Bauwens

Luc Bauwens

Université Catholique de Louvain

H-index: 22
Rui Loja Fernandes

Rui Loja Fernandes

University of Illinois at Urbana-Champaign

H-index: 21
James Montaldi

James Montaldi

Manchester University

H-index: 19
Zhenyu Cui

Zhenyu Cui

Stevens Institute of Technology

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