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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Detalles Bibliográficos
Publicado en:Front Genet
Autores principales: Tkachev, Victor, Sorokin, Maxim, Mescheryakov, Artem, Simonov, Alexander, Garazha, Andrew, Buzdin, Anton, Muchnik, Ilya, Borisov, Nicolas
Formato: Artigo
Lenguaje:Inglês
Publicado: Frontiers Media S.A. 2019
Materias:
Genetics
Acceso en línea: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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