Superior Performance of Extreme Gradient Boosting Model Combined with Affinity Propagation Clustering for Reliable Prediction of Permissible Exposure Limits of Hydrocarbons and Their Oxygen-Containing Derivatives.

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Title: Superior Performance of Extreme Gradient Boosting Model Combined with Affinity Propagation Clustering for Reliable Prediction of Permissible Exposure Limits of Hydrocarbons and Their Oxygen-Containing Derivatives.
Authors: Shi, Jingjie1, Zhang, Zixiang1, Wei, Yongde1, Zhao, Wei1, Yuan, Xiongjun1, yxj@cczu.edu.cn
Source: Applied Sciences (2076-3417); Nov2025, Vol. 15 Issue 21, p11642, 18p
Database: Applied Science & Technology Source
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ISSN:20763417
DOI:10.3390/app152111642