Regularized Machine Learning in the Genetic Prediction of Complex Traits

Sebastian Okser, Tapio Pahikkala, Antti Airola, Tapio Salakoski, Samuli Ripatti, Tero Aittokallio

Forskningsoutput: TidskriftsbidragÖversiktsartikelVetenskapligPeer review

Originalspråkengelska
Artikelnummer1004754
TidskriftPLoS Genetics
Volym10
Utgåva11
Antal sidor9
ISSN1553-7390
DOI
StatusPublicerad - nov 2014
MoE-publikationstypA2 Granska artikel i en vetenskaplig tidskrift

Vetenskapsgrenar

  • 3111 Biomedicinska vetenskaper

Citera det här

Okser, Sebastian ; Pahikkala, Tapio ; Airola, Antti ; Salakoski, Tapio ; Ripatti, Samuli ; Aittokallio, Tero. / Regularized Machine Learning in the Genetic Prediction of Complex Traits. I: PLoS Genetics. 2014 ; Vol. 10, Nr. 11.
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title = "Regularized Machine Learning in the Genetic Prediction of Complex Traits",
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author = "Sebastian Okser and Tapio Pahikkala and Antti Airola and Tapio Salakoski and Samuli Ripatti and Tero Aittokallio",
year = "2014",
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Regularized Machine Learning in the Genetic Prediction of Complex Traits. / Okser, Sebastian; Pahikkala, Tapio; Airola, Antti; Salakoski, Tapio; Ripatti, Samuli; Aittokallio, Tero.

I: PLoS Genetics, Vol. 10, Nr. 11, 1004754, 11.2014.

Forskningsoutput: TidskriftsbidragÖversiktsartikelVetenskapligPeer review

TY - JOUR

T1 - Regularized Machine Learning in the Genetic Prediction of Complex Traits

AU - Okser, Sebastian

AU - Pahikkala, Tapio

AU - Airola, Antti

AU - Salakoski, Tapio

AU - Ripatti, Samuli

AU - Aittokallio, Tero

PY - 2014/11

Y1 - 2014/11

KW - GENOME-WIDE ASSOCIATION

KW - RISK PREDICTION

KW - MISSING HERITABILITY

KW - VARIABLE SELECTION

KW - RANDOM FOREST

KW - POPULATION STRATIFICATION

KW - LINKAGE DISEQUILIBRIUM

KW - SPARSE REGRESSION

KW - HUMAN-DISEASE

KW - MIXED-MODEL

KW - 3111 Biomedicine

U2 - 10.1371/journal.pgen.1004754

DO - 10.1371/journal.pgen.1004754

M3 - Review Article

VL - 10

JO - PLoS Genetics

JF - PLoS Genetics

SN - 1553-7390

IS - 11

M1 - 1004754

ER -