Statistical learning methods as a preprocessing step for survival analysis: evaluation of concept using lung cancer data

BACKGROUND: Statistical learning (SL) techniques can address non-linear relationships and small datasets but do not provide an output that has an epidemiologic interpretation. METHODS: A small set of clinical variables (CVs) for stage-1 non-small cell lung cancer patients was used to evaluate an app...

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Hauptverfasser: Behera, Madhusmita, Fowler, Erin E, Owonikoko, Taofeek K, Land, Walker H, Mayfield, William, Chen, Zhengjia, Khuri, Fadlo R, Ramalingam, Suresh S, Heine, John J
Format: Artigo
Sprache:Inglês
Veröffentlicht: BioMed Central 2011
Schlagworte:
Research
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC3280940/
https://ncbi.nlm.nih.gov/pubmed/22067671
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/1475-925X-10-97
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