Detalhe da pesquisa
1.
Data-driven modelling of brain activity using neural networks, diffusion maps, and the Koopman operator.
Chaos
; 34(1)2024 Jan 01.
Artigo
Inglês
| MEDLINE | ID: mdl-38285718
2.
Intrinsic-Strain Engineering by Dislocation Imprint in Bulk Ferroelectrics.
Phys Rev Lett
; 131(1): 016801, 2023 Jul 07.
Artigo
Inglês
| MEDLINE | ID: mdl-37478420
3.
Local conformal autoencoder for standardized data coordinates.
Proc Natl Acad Sci U S A
; 117(49): 30918-30927, 2020 12 08.
Artigo
Inglês
| MEDLINE | ID: mdl-33229581
4.
Learning effective stochastic differential equations from microscopic simulations: Linking stochastic numerics to deep learning.
Chaos
; 33(2): 023121, 2023 Feb.
Artigo
Inglês
| MEDLINE | ID: mdl-36859209
5.
Learning the temporal evolution of multivariate densities via normalizing flows.
Chaos
; 32(3): 033121, 2022 Mar.
Artigo
Inglês
| MEDLINE | ID: mdl-35364835
6.
Manifold learning for organizing unstructured sets of process observations.
Chaos
; 30(4): 043108, 2020 Apr.
Artigo
Inglês
| MEDLINE | ID: mdl-32357662
7.
On learning Hamiltonian systems from data.
Chaos
; 29(12): 121107, 2019 Dec.
Artigo
Inglês
| MEDLINE | ID: mdl-31893645
8.
Extended dynamic mode decomposition with dictionary learning: A data-driven adaptive spectral decomposition of the Koopman operator.
Chaos
; 27(10): 103111, 2017 Oct.
Artigo
Inglês
| MEDLINE | ID: mdl-29092410
9.
Learning emergent partial differential equations in a learned emergent space.
Nat Commun
; 13(1): 3318, 2022 06 09.
Artigo
Inglês
| MEDLINE | ID: mdl-35680860
10.
On the parameter combinations that matter and on those that do not: data-driven studies of parameter (non)identifiability.
PNAS Nexus
; 1(4): pgac154, 2022 Sep.
Artigo
Inglês
| MEDLINE | ID: mdl-36714862
11.
Anisotropic dislocation-domain wall interactions in ferroelectrics.
Nat Commun
; 13(1): 6676, 2022 Nov 05.
Artigo
Inglês
| MEDLINE | ID: mdl-36335109
12.
Linking Gaussian process regression with data-driven manifold embeddings for nonlinear data fusion.
Interface Focus
; 9(3): 20180083, 2019 Jun 06.
Artigo
Inglês
| MEDLINE | ID: mdl-31065346
13.
An Emergent Space for Distributed Data with Hidden Internal Order through Manifold Learning.
IEEE Access
; 6: 77402-77413, 2018.
Artigo
Inglês
| MEDLINE | ID: mdl-31179198
14.
Gradient navigation model for pedestrian dynamics.
Phys Rev E Stat Nonlin Soft Matter Phys
; 89(6): 062801, 2014 Jun.
Artigo
Inglês
| MEDLINE | ID: mdl-25019827
15.
Inter-Golgi transport mediated by COPI-containing vesicles carrying small cargoes.
Elife
; 2: e01296, 2013 Oct 01.
Artigo
Inglês
| MEDLINE | ID: mdl-24137546