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A comparison of machine learning algorithms for chemical toxicity classification using a simulated multi-scale data model

BACKGROUND: Bioactivity profiling using high-throughput in vitro assays can reduce the cost and time required for toxicological screening of environmental chemicals and can also reduce the need for animal testing. Several public efforts are aimed at discovering patterns or classifiers in high-dimens...

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Detalles Bibliográficos
Autores principales: Judson, Richard, Elloumi, Fathi, Setzer, R Woodrow, Li, Zhen, Shah, Imran
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2409339/
https://www.ncbi.nlm.nih.gov/pubmed/18489778
http://dx.doi.org/10.1186/1471-2105-9-241