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Finding Risk Groups by Optimizing Artificial Neural Networks on the Area under the Survival Curve Using Genetic Algorithms

We investigate a new method to place patients into risk groups in censored survival data. Properties such as median survival time, and end survival rate, are implicitly improved by optimizing the area under the survival curve. Artificial neural networks (ANN) are trained to either maximize or minimi...

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書目詳細資料
發表在:PLoS One
Main Authors: Kalderstam, Jonas, Edén, Patrik, Ohlsson, Mattias
格式: Artigo
語言:Inglês
出版: Public Library of Science 2015
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在線閱讀:https://ncbi.nlm.nih.gov/pmc/articles/PMC4564106/
https://ncbi.nlm.nih.gov/pubmed/26352405
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pone.0137597
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