Comparison between linear and nonlinear machine-learning algorithms for the classification of thyroid nodules.

Fu-Sheng Ouyang,Bao-Liang Guo,Li-Zhu Ouyang,Zi-Wei Liu,Shao-Jia Lin,Wei Meng,Xi-Yi Huang,Hai-Xiong Chen,Hu Qiu-Gen,Shao-Ming Yang

European Journal of Radiology（2019）

引用 52|浏览2

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摘要

•Ultrasound accuracy in the classification of thyroid nodules depends heavily on examiner experience.•Machine-learning algorithms may improve the medical prediction process.•Random forest outperformed other machine-learning algorithms for evaluating thyroid nodules.

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关键词

US,Lasso,RF,k-SVM,Nnet,KNN,NB,EN,AUC,CI,FNA

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