Is one-shot learning a viable option in drug discovery?

The rise of deep learning in drug discovery

(2018) Hongming Chen et al.   DRUG DISCOVERY TODAY

Deep learning and virtual drug screening

(2018) Kristy A Carpenter et al.   Future Medicinal Chemistry

Low Data Drug Discovery with One-Shot Learning

(2017) Han Altae-Tran et al.   ACS Central Science

A renaissance of neural networks in drug discovery

(2016) Igor I. Baskin et al.   Expert Opinion on Drug Discovery

Deep Learning in Drug Discovery

(2015) Erik Gawehn et al.   Molecular Informatics

Deep learning

(2015) Yann LeCun et al.   NATURE

Transductive Support Vector Machines: Promising Approach to Model Small and Unbalanced Datasets

(2013) Evgeny Kondratovich et al.   Molecular Informatics

Machine Learning Methods for Property Prediction in Chemoinformatics: Quo Vadis?

(2012) Alexandre Varnek et al.   Journal of Chemical Information and Modeling

Inductive Transfer of Knowledge: Application of Multi-Task Learning and Feature Net Approaches to Model Tissue-Air Partition Coefficients

(2009) Alexandre Varnek et al.   Journal of Chemical Information and Modeling