FLOating-Window Projective Separator (FloWPS): A Data Trimming Tool for Support Vector Machines (SVM) to Improve Robustness of the Classifier

Here, we propose a heuristic technique of data trimming for SVM termed FLOating Window Projective Separator (FloWPS), tailored for personalized predictions based on molecular data. This procedure can operate with high throughput genetic datasets like gene expression or mutation profiles. Its applica...

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Detalhes bibliográficos
Publicado no:Front Genet
Main Authors: Tkachev, Victor, Sorokin, Maxim, Mescheryakov, Artem, Simonov, Alexander, Garazha, Andrew, Buzdin, Anton, Muchnik, Ilya, Borisov, Nicolas
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2019
Assuntos:
Genetics
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC6341065/
https://ncbi.nlm.nih.gov/pubmed/30697229
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fgene.2018.00717
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