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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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Detaylı Bibliyografya
Yayımlandı:Front Genet
Asıl Yazarlar: Tkachev, Victor, Sorokin, Maxim, Mescheryakov, Artem, Simonov, Alexander, Garazha, Andrew, Buzdin, Anton, Muchnik, Ilya, Borisov, Nicolas
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Frontiers Media S.A. 2019
Konular:
Online Erişim: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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