A systematic evaluation of high-dimensional, ensemble-based regression for exploring large model spaces in microbiome analyses

BACKGROUND: Microbiome studies incorporate next-generation sequencing to obtain profiles of microbial communities. Data generated from these experiments are high-dimensional with a rich correlation structure but modest sample sizes. A statistical model that utilizes these microbiome profiles to expl...

Popoln opis

Shranjeno v:
Bibliografske podrobnosti
izdano v:BMC Bioinformatics
Main Authors: Shankar, Jyoti, Szpakowski, Sebastian, Solis, Norma V, Mounaud, Stephanie, Liu, Hong, Losada, Liliana, Nierman, William C, Filler, Scott G
Format: Artigo
Jezik:Inglês
Izdano: BioMed Central 2015
Teme:
Research Article
Online dostop:https://ncbi.nlm.nih.gov/pmc/articles/PMC4339743/
https://ncbi.nlm.nih.gov/pubmed/25638274
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12859-015-0467-6
Oznake: Označite
Brez oznak, prvi označite!

Podobne knjige/članki