分子描述符
计算机科学
指纹(计算)
维数之咒
分子模型
计算生物学
人工智能
数量结构-活动关系
化学
机器学习
生物
立体化学
作者
Francesca Grisoni,Davide Ballabio,Roberto Todeschini,Viviana Consonni
标识
DOI:10.1007/978-1-4939-7899-1_1
摘要
Molecular descriptors capture diverse parts of the structural information of molecules and they are the support of many contemporary computer-assisted toxicological and chemical applications. After briefly introducing some fundamental concepts of structure-activity applications (e.g., molecular descriptor dimensionality, classical vs. fingerprint description, and activity landscapes), this chapter guides the readers through a step-by-step explanation of molecular descriptors rationale and application. To this end, the chapter illustrates a case study of a recently published application of molecular descriptors for modeling the activity on cytochrome P450.
科研通智能强力驱动
Strongly Powered by AbleSci AI