Inverse analysis method based on the integer programming method of machine learning QSAR

被引:0
作者
Azam, Naveed Ahmed
机构
关键词
Machine learning; Integer programming; Chemical graphs; QSAR/QSPR; Molecular design;
D O I
10.2477/jccj.2021-0030
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
We have developed a novel framework for inferring a chemical graph. Given an ANN that maps a feature vector x = f (G) of a chemical graph G to a predicted value eta(x) of a chemical property to G, we formulate an integer program that simulates the functions f and eta. Given a target value y*, we can infer a chemical graph G such that. (f (G)) = y* by solving the integer program.
引用
收藏
页码:106 / 111
页数:6
相关论文
共 3 条
  • [1] Azam N. A., ARXIV210810266
  • [3] An Inverse QSAR Method Based on a Two-Layered Model and Integer Programming
    Shi, Yu
    Zhu, Jianshen
    Azam, Naveed Ahmed
    Haraguchi, Kazuya
    Zhao, Liang
    Nagamochi, Hiroshi
    Akutsu, Tatsuya
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (06) : 1 - 25