Model evaluation of 10 machine learning algorithms for the 5 definitions of IDH.

<p>A–E show the ROC-AUC, PR-AUC, accuracy, precision, recall, and f1-score of the 10 machine learning algorithms for the 5 definitions of IDH, respectively. ‘Defn1’, ‘Defn2’, ‘Defn3’, ‘Defn4’, and ‘Defn5’ represent the 5 definitions of IDH, respectively. KNN, k-nearest neighbor; LR, Logistic R...

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Bibliographic Details
Main Author:	Pingping Wang (1485592) (author)
Other Authors:	Ningjie Xu (22394717) (author), Lingping Wu (20748708) (author), Yue Hong (121499) (author), Yihui Qu (22394720) (author), Zhijian Ren (10286426) (author), Qun Luo (600767) (author), Kedan Cai (2587873) (author)
Published:	2025
Subjects:	Genetics Neuroscience Science Policy Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified top 20 across harness machine learning exhibited good performance dataset comprising 26 temporal validation cohort lvmi ), etc feature simplification ensued machine learning models construct predictive models xlink "> across certain features within five distinct definitions effectively predicting idh xlink "> testing cohort predicting idh lvmi emerged five definitions crucial feature simplified models reliable tool prevalent complication persistent inclusion model interpretation idh definition idh based generally yielding comprehensive approach adverse outcomes additional 12 845 ). 838 ).
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Model evaluation of 10 machine learning algorithms for the 5 definitions of IDH.

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