Machine learning method to establish the connection between age related macular degeneration and some genetic variations

Show simple item record

dc.contributor.author Martínez Velasco, Antonieta Teodora
dc.contributor.author Martínez Villaseñor, María de Lourdes Guadalupe
dc.contributor.author Miralles Pechuan, Luis José
dc.contributor.author Pérez Ortíz, Andric Christopher
dc.contributor.author Estrada Mena, Francisco Javier
dc.creator MARÍA DE LOURDES GUADALUPE MARTÍNEZ VILLASEÑOR:241561
dc.date.accessioned 2017-10-24T22:58:11Z
dc.date.available 2017-10-24T22:58:11Z
dc.date.issued 2016
dc.identifier.citation Martínez Velasco, A. T.,Zenteno, J. C., Martínez Villaseñor, M. de L., Miralles Pechuan, L. J., Pérez Ortíz, A. C. y Estrada Mena, F. J. (2016). Machine learning method to establish the connection between age related macular degeneration and some genetic variations. En: García, C, Caballero Gil, P., Burmester, M. y Quesada Arencibia, A. (editores), Ubiquitous Computing and Ambient Intelligence : 10th International Conference, UCAmI 2016, San Bartolomé de Tirajana, Gran Canaria, Spain, November 29 - December 2, 2016 (vol. 2), (Lecture notes in computer science), (pp. 28-39). Cham : Springer International Publishing. DOI: 10.1007/978-3-319-48799-1_4
dc.identifier.isbn 9783319487984
dc.identifier.issn 0302-9743
dc.identifier.other Campus Ciudad de México
dc.identifier.uri http://scripta.up.edu.mx/xmlui/handle/123456789/916
dc.identifier.uri http://dx.doi.org/10.1007/978-3-319-48799-1_4
dc.description.abstract Medicine research based in machine learning methods allows the improvement of diagnosis in complex diseases. Age related Macular Degeneration (AMD) is one of them. AMD is the leading cause of blindness in the world. It causes the 8.7% of blind people. A set of case and controls study could be developed by machine-learning methods to find the relation between Single Nucleotide Polymorphisms (SNPs) SNP_A, SNP_B, SNP_C and AMD. In this paper we present a machine-learning based analysis to determine the relation of three single nucleotide SNPs and the AMD disease. The SNPs SNP_B, SNP_C remained in the top four relevant features with ophthalmologic surgeries and bilateral cataract. We aim also to determine the best set of features for the classification process. © Springer International Publishing AG 2016.
dc.description.statementofresponsibility Investigadores
dc.description.statementofresponsibility Estudiantes
dc.description.statementofresponsibility Maestros
dc.description.statementofresponsibility Público en general
dc.description.tableofcontents Ingeniería
dc.description.tableofcontents Ciencias de la Salud
dc.language.iso eng
dc.publisher Springer Verlag
dc.relation Versión aceptada
dc.relation.ispartof REPOSITORIO SCRIPTA
dc.relation.ispartof REPOSITORIO NACIONAL CONACYT
dc.relation.ispartof OPENAIRE
dc.relation.ispartofseries Lecture Notes in Computer Science
dc.rights Acceso Abierto
dc.rights.uri http://creativecommons.org/licenses/by-nc-sa/4.0
dc.rights.uri http://www.sherpa.ac.uk/romeo/issn/0302-9743/
dc.source Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
dc.source Ubiquitous Computing and Ambient Intelligence : 10th International Conference, UCAmI 2016, San Bartolomé de Tirajana, Gran Canaria, Spain, November 29 - December 2, 2016
dc.subject Machine learning
dc.subject Macular degeneration
dc.subject Polymorphism relation
dc.subject Single nucleotide polymorphisms
dc.subject.classification INGENIERÍA Y TECNOLOGÍA
dc.subject.classification MEDICINA Y CIENCIAS DE LA SALUD
dc.title Machine learning method to establish the connection between age related macular degeneration and some genetic variations
dc.type contribución a congreso


Files in this item

This item appears in the following Collection(s)

Show simple item record

Acceso Abierto Except where otherwise noted, this item's license is described as Acceso Abierto

Search Scripta


Advanced Search

Browse

My Account