过度拟合
代谢组学
传统医学
鉴定(生物学)
化学
中医药
中草药
草药
机器学习
色谱法
计算机科学
替代医学
植物
医学
人工神经网络
生物
病理
作者
Yuyang Sha,Meiting Jiang,Gang Luo,Weiyu Meng,Xiaobing Zhai,Hongxin Pan,Junrong Li,Yan Yan,Yong-Kang Qiao,Wenzhi Yang,Kefeng Li
摘要
Chinese herbal medicines have been utilized for thousands of years to prevent and treat diseases. Accurate identification is crucial since their medicinal effects vary between species and varieties. Metabolomics is a promising approach to distinguish herbs. However, current metabolomics data analysis and modeling in Chinese herbal medicines are limited by small sample sizes, high dimensionality, and overfitting.
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