PREDICTIVE DESIGN AND TESTING, A PART OF THE SUSTAINABLE COATINGS AND RATIONAL DESIGN (SusCoRD)


PUBLICATION

  • Aditya Divyakant Shrivastava, Neil Swainston, Soumitra Samanta, Ivayla Roberts, Marina Wright Muelas and Douglas B Kell, MassGenie: A transformer - based deep learning method for identifying small molecules from their mass spectra, Biomolecules, 11(13), 1793, 2021 [pdf] [bibtex] [code]

  • Soumitra Samanta, Steve O'Hagan, Neil Swainston, Timothy J. Roberts and Douglas B. Kell, VAE-Sim: a novel molecular similarity measure based on a variational autoencoder, Molecules, 25(15), 3446, 2020 [pdf] [bibtex] [code]

  • Douglas B. Kell, Soumitra Samanta, Neil Swainston, Deep learning and generative methods in cheminformatics and chemical biology: navigating small molecule space intelligently, Biochemical Journal, 477(23), 4559-4580, 2020 [pdf] [bibtex] [code]

  • Yash Khemchandani, Steve O'Hagan, Soumitra Samanta, Neil Swainston, Timothy J. Roberts, Danushka Bollegala and Douglas B. Kell, DeepGraphMolGen, a multi-objective, computational strategy for generating molecules with desirable properties: a graph convolution and reinforcement learning approach, Journal of Cheminformatics, 12, 53, 2020 [pdf] [bibtex] [code]