Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/36378
Título: | An integrated computational platform for metabolomics data analysis |
Autor(es): | Costa, Christopher Maraschin, Marcelo Rocha, Miguel |
Palavras-chave: | Metabolomics R NMR MS IR UV-vis package data analysis UV-vis package data analysis |
Data: | 2015 |
Editora: | Springer |
Revista: | Advances in Intelligent Systems and Computing |
Citação: | Costa, Christopher; Maraschin, Marcelo; Rocha, Miguel, An integrated computational platform for metabolomics data analysis. Advances in Intelligent Systems and Computing, 375, 37-47, 2015 |
Resumo(s): | The field of metabolomics, one of the omics technologies that have recently revolutionized biological research, provides multiple challenges for data analysis, that have been addressed by several computational tools. However, none addresses the multiplicity of existing techniques and data analysis tasks. Here, we propose a novel R package that provides a set of functions for metabolomics data analysis, including data loading in different formats, pre-processing, univariate and multivariate data analysis, machine learning and feature selection. The package supports the analysis of data from the main experimental techniques, integrating a large set of functions from several R packages in a powerful, yet simple to use environment, promoting the rapid development and sharing of data analysis pipelines. |
Tipo: | Artigo em ata de conferência |
URI: | https://hdl.handle.net/1822/36378 |
ISBN: | 9783319197753 |
DOI: | 10.1007/978-3-319-19776-0_5 |
ISSN: | 2194-5357 |
e-ISSN: | 2194-5365 |
Versão da editora: | http://www.springer.com/series/11156 |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
Aparece nas coleções: | CEB - Publicações em Revistas/Séries Internacionais / Publications in International Journals/Series |
Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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document_21063_1.pdf Acesso restrito! | 384,38 kB | Adobe PDF | Ver/Abrir |