2020

Advanced Graph and Sequence Neural Networks for Molecular Property Prediction and Drug Discovery

Wang, Zhengyang, Liu, Meng, Luo, Youzhi et al.

Understand

Properties of molecules are indicative of their functions and thus are useful in many applications.

  • With the advances of deep learning methods, computational approaches for predicting molecular properties are gaining increasing momentum.
  • However, there lacks customized and advanced methods and comprehensive tools for this task currently.
  • Here we develop a suite of comprehensive machine learning methods and tools spanning different computational models, molecular representations, and loss functions for molecular property prediction and drug discovery.

Reading the bibliography…