a3b1c5eec564dfb0510aa6a4b3c225e8 bmcbio_a2019m7v20p410.pdf 8d1816161d57ed654cc4a3a944dfe72b49fecc0c bmcbio_a2019m7v20p410.pdf c1e0a9d70add96bb68d356365c34d8f753f41d9ff95184ff3c56348be95fb4c1 bmcbio_a2019m7v20p410.pdf Title: HIV drug resistance prediction with weighted categorical kernel functions Subject: BMC Bioinformatics, 2019, doi:10.1186/s12859-019-2991-2 Keywords: HIV,Drug resistance prediction,Categorical kernel,Weighted kernel,PI,NRTI,NNRTI,INI,Machine learning,Support vector machine,Random Forest,Kernel PCA Author: Elies Ramon Creator: Arbortext Advanced Print Publisher 9.1.440/W Unicode Producer: Acrobat Distiller 10.1.5 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (AGPL-version) CreationDate: Mon Jul 29 13:06:50 2019 CEST ModDate: Tue Jul 30 15:24:22 2019 CEST Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 13 Encrypted: no Page size: 595.276 x 790.866 pts Page rot: 0 File size: 1654383 bytes Optimized: no PDF version: 1.4 name 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edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@757942a1 Item: Title: Experimental setup and model tuning Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4a87761d Item: Title: Visualization Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@66d1af89 Item: Title: Performance comparison to other approaches Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@8646db9 Item: Title: Results Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@37374a5e Children: Item: Title: Performance overview Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@4671e53b Children: Item: Title: Unweighted case Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@2db7a79b Item: Title: Weighted case Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@6950e31 Item: Title: Factors affecting prediction error Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@b7dd107 Item: Title: Kernel PCA Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@42eca56e Item: Title: Stacked models Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@52f759d7 Item: Title: Performance comparison to other approaches Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7cbd213e Item: Title: Discussion Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@192d3247 Item: Title: Conclusions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@3ecd23d9 Item: Title: Additional files Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@569cfc36 Item: Title: Abbreviations Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@43bd930a Item: Title: Acknowledgements Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@33723e30 Item: Title: Authors’ contributions Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@64f6106c Item: Title: Funding Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@553a3d88 Item: Title: Availability of data and materials Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@7a30d1e6 Item: Title: Ethics approval and consent to participate Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@5891e32e Item: Title: Consent for publication Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@cb0ed20 Item: Title: Competing interests Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@8e24743 Item: Title: Author details Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@74a10858 Item: Title: References Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@23fe1d71 Item: Title: Publisher’s Note Destination: edu.harvard.hul.ois.jhove.module.pdf.PdfSimpleObject@28ac3dc3 Info: Title: HIV drug resistance prediction with weighted categorical kernel functions Author: Elies Ramon Subject: BMC Bioinformatics, 2019, 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BMC Bioinformatics BMC Bioinformatics, 2019, doi:10.1186/s12859-019-2991-2 HIV Drug resistance prediction Categorical kernel Weighted kernel PI NRTI NNRTI INI Machine learning Support vector machine Random Forest Kernel PCA HIV drug resistance prediction with weighted categorical kernel functions Elies Ramon Lluís Belanche-Muñoz Miguel Pérez-Enciso 2019-07-30T15:24:22+02:00 2019-07-29T19:06:50+08:00 Arbortext Advanced Print Publisher 9.1.440/W Unicode 2019-07-30T15:24:22+02:00 uuid:cfd7558f-0266-46dd-ba10-450829cafcd2 uuid:6238463d-2d27-4fc0-8b1c-98d4cee5b948 default 1 converted uuid:4f3afec8-a2f9-4231-bd83-8696be94855f converted to PDF/A-2b pdfToolbox 2019-07-29T19:52:10+08:00 2 B Elies Ramon http://orcid.org/0000-0002-7953-8115 Springer Nature ORCID Schema http://springernature.com/ns/xmpExtensions/2.0/ sn authorInfo Bag AuthorInformation external Author information: contains the name of each author and his/her ORCID (ORCiD: Open Researcher and Contributor ID). 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