Extreme Learning Machines Toolbox

Versione 1.0.4 (6,39 KB) da Victor Henrique Alves Ribeiro

Toolbox for regression and classification extreme learning machines in Matlab.

https://github.com/vhrique/ELM

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Aggiornato 29 ago 2020

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This toolbox implements Extreme Learning Machines (ELMs) for regression and classification using a simple interface.
With just one line of code, it is possible to train the ELM model.
Another single line is used for testing the model on new data.

This implementation also includes the option to add the functional link from RVFL, which creates additional connections between the inputs and output.

Cita come

Ribeiro, Victor Henrique Alves, et al. “Multi-Objective Ensembles of Echo State Networks and Extreme Learning Machines for Streamflow Series Forecasting.” Engineering Applications of Artificial Intelligence, vol. 95, Elsevier BV, Oct. 2020, p. 103910, doi:10.1016/j.engappai.2020.103910.

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Creato con R2019a

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Versione	Pubblicato	Note della release
1.0.4	29 ago 2020	See release notes for this release on GitHub: https://github.com/vhrique/ELM/releases/tag/1.0.4	Scarica
1.0.3	29 ago 2020		Scarica
1.0.0.0	23 gen 2022	See release notes for this release on GitHub: https://github.com/vhrique/ELM/releases/tag/1.0.0	Scarica

Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.

MLA	Ribeiro, Victor Henrique Alves, et al. “Multi-Objective Ensembles of Echo State Networks and Extreme Learning Machines for Streamflow Series Forecasting.” Engineering Applications of Artificial Intelligence, vol. 95, Elsevier BV, Oct. 2020, p. 103910, doi:10.1016/j.engappai.2020.103910.
APA	Ribeiro, V. H. A., Reynoso-Meza, G., & Siqueira, H. V. (2020). Multi-objective ensembles of echo state networks and extreme learning machines for streamflow series forecasting. Engineering Applications of Artificial Intelligence, 95, 103910. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.engappai.2020.103910
BibTeX	@article{Ribeiro_2020, doi = {10.1016/j.engappai.2020.103910}, url = {https://doi.org/10.1016%2Fj.engappai.2020.103910}, year = 2020, month = {oct}, publisher = {Elsevier {BV}}, volume = {95}, pages = {103910}, author = {Victor Henrique Alves Ribeiro and Gilberto Reynoso-Meza and Hugo Valadares Siqueira}, title = {Multi-objective ensembles of echo state networks and extreme learning machines for streamflow series forecasting}, journal = {Engineering Applications of Artificial Intelligence} }