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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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Detalhes bibliográficos
Main Authors: Judson, Richard, Elloumi, Fathi, Setzer, R Woodrow, Li, Zhen, Shah, Imran
Formato: Artigo
Idioma:Inglês
Publicado em: BioMed Central 2008
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2409339/
https://ncbi.nlm.nih.gov/pubmed/18489778
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1471-2105-9-241
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