Detalhes
Nome
Nuno Azevedo SilvaCluster
Redes de Sistemas InteligentesCargo
Investigador AuxiliarDesde
03 dezembro 2012
Nacionalidade
PortugalCentro
Centro de Fotónica AplicadaContactos
+351220402301
nuno.a.silva@inesctec.pt
2023
Autores
Capela, D; Ferreira, M; Lima, A; Jorge, P; Guimarães, D; Silva, NA;
Publicação
Results in Optics
Abstract
2023
Autores
Lopes, T; Rodrigues, P; Cavaco, R; Capela, D; Ferreira, FS; Guimarães, D; Jorge, AS; Silva, A;
Publicação
Spectrochimica Acta - Part B Atomic Spectroscopy
Abstract
2023
Autores
Silva, D; Ferreira, T; Moreira, FC; Rosa, CC; Guerreiro, A; Silva, NA;
Publicação
JOURNAL OF THE EUROPEAN OPTICAL SOCIETY-RAPID PUBLICATIONS
Abstract
Extreme Learning Machines (ELMs) are a versatile Machine Learning (ML) algorithm that features as the main advantage the possibility of a seamless implementation with physical systems. Yet, despite the success of the physical implementations of ELMs, there is still a lack of fundamental understanding in regard to their optical implementations. In this context, this work makes use of an optical complex media and wavefront shaping techniques to implement a versatile optical ELM playground to gain a deeper insight into these machines. In particular, we present experimental evidences on the correlation between the effective dimensionality of the hidden space and its generalization capability, thus bringing the inner workings of optical ELMs under a new light and opening paths toward future technological implementations of similar principles.
2022
Autores
Ferreira, TD; Silva, NA; Guerreiro, A;
Publicação
U.Porto Journal of Engineering
Abstract
2022
Autores
Ferreira, MFS; Silva, NA; Guimarães, D; Martins, RC; Jorge, PAS;
Publicação
U.Porto Journal of Engineering
Abstract
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