Utilize este identificador para referenciar este registo:
https://hdl.handle.net/1822/52742
Título: | Receiver operating characteristic (ROC) packages comparison in R |
Autor(es): | Da Cunha, Daniela Ferreira Braga, A. C. |
Palavras-chave: | CaTools Comp2ROC PROC R ROC curves ROCR Verification Bioconductor Verification Bioconductor |
Data: | 2017 |
Editora: | Springer Verlag |
Revista: | Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) |
Resumo(s): | The Receiver Operating Characteristic (ROC) curve analysis and the resulting plot can be used as a tool to select optimal models of possibility and to discard those of inferior quality from the cost of context (or class distribution). Presently, this type of analysis is used in a variety of fields from the medical community, bioinformatics, military and finance. There is a variety of software packages available for ROC analysis, and this analysis will focus on those specific of R and open source. The chosen packages were: ROCR, Verification, caTools, Comp2ROC, and Epi available on CRAN, and the ROC library from Bioconductor. This work intends to make a comparative analysis of the main characteristics of these R packages. |
Tipo: | Artigo em ata de conferência |
URI: | https://hdl.handle.net/1822/52742 |
ISBN: | 9783319623948 |
DOI: | 10.1007/978-3-319-62395-5_37 |
ISSN: | 0302-9743 |
Arbitragem científica: | yes |
Acesso: | Acesso restrito UMinho |
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Ficheiros deste registo:
Ficheiro | Descrição | Tamanho | Formato | |
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ROC_packages_comp.pdf Acesso restrito! | 905,53 kB | Adobe PDF | Ver/Abrir |