Título: Hybrid Networks: A selective Committee Architecture
Autores: Thomé, Antonio G.; Tenório, Manuel F.
Resumo: In this report we describe a hybrid network technique to generate a committee architecture for a time series prediction case study. The algorithm, here named Selective Multiple Prediction Network – SMP, consist of three steps: a systematic partition of the input hyperspace, a selective training of many agents and a flexible combining strategy. This algorithm generates potentially uncorrelated agents which may improve the performance of the combination process. The proposed architecture is easily extended to the class of pattern classification problems.
Código DOI: 10.21528/CBRN1994-005
Artigo em PDF: CBRN1994-paper5.pdf
Arquivo BibTex: CBRN1994-paper5.bib