Using a Genetic Algorithm to optimize a stacking ensemble in data streaming scenarios

Author:

Ramos Diogo1,Carneiro Davide12,Novais Paulo2

Affiliation:

1. CIICESI, Escola Superior de Tecnologia e Gestão, Instituto Politécnico do Porto, Portugal. E-mails: 8150101@estg.ipp.pt, dcarneiro@estg.ipp.pt

2. Algoritmi Centre/Departamento de Informática, Universidade do Minho, Portugal. E-mail: pjon@di.uminho.pt

Publisher

IOS Press

Subject

Artificial Intelligence

Reference36 articles.

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3. A random forest guided tour;Biau;Test,2016

4. A. Bifet, E. Frank, G. Holmes and B. Pfahringer, Accurate ensembles for data streams: Combining restricted Hoeffding trees using stacking, in: Proceedings of 2nd Asian Conference on Machine Learning, 2010, pp. 225–240.

5. D. Carneiro, D. Nunes and C. Sousa, A decision-support system for preventive maintenance in street lighting networks, in: International Conference on Hybrid Intelligent Systems, Springer, 2018, pp. 272–281.

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