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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Publicat a:Front Genet
Autors principals: Tkachev, Victor, Sorokin, Maxim, Mescheryakov, Artem, Simonov, Alexander, Garazha, Andrew, Buzdin, Anton, Muchnik, Ilya, Borisov, Nicolas
Format: Artigo
Idioma:Inglês
Publicat: Frontiers Media S.A. 2019
Matèries:
Genetics
Accés en línia: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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