Confident Predictability: Identifying reliable gene expression patterns for individualized tumor classification using a local minimax kernel algorithm

BACKGROUND: Molecular classification of tumors can be achieved by global gene expression profiling. Most machine learning classification algorithms furnish global error rates for the entire population. A few algorithms provide an estimate of probability of malignancy for each queried patient but the...

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Hlavní autoři: Jones, Lee K, Zou, Fei, Kheifets, Alexander, Rybnikov, Konstantin, Berry, Damon, Tan, Aik Choon
Médium: Artigo
Jazyk:Inglês
Vydáno: BioMed Central 2011
Témata:
Research Article
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC3038886/
https://ncbi.nlm.nih.gov/pubmed/21261972
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1755-8794-4-10
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