BRADSHAW: a system for automated molecular design

This paper introduces BRADSHAW (Biological Response Analysis and Design System using an Heterogenous, Automated Workflow), a system for automated molecular design which integrates methods for chemical structure generation, experimental design, active learning and cheminformatics tools. The simple us...

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Detalles Bibliográficos
Autores principales: Green, Darren V. S., Pickett, Stephen, Luscombe, Chris, Senger, Stefan, Marcus, David, Meslamani, Jamel, Brett, David, Powell, Adam, Masson, Jonathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2019
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7292824/
https://www.ncbi.nlm.nih.gov/pubmed/31637565
http://dx.doi.org/10.1007/s10822-019-00234-8
Descripción
Sumario:This paper introduces BRADSHAW (Biological Response Analysis and Design System using an Heterogenous, Automated Workflow), a system for automated molecular design which integrates methods for chemical structure generation, experimental design, active learning and cheminformatics tools. The simple user interface is designed to facilitate access to large scale automated design whilst minimising software development required to introduce new algorithms, a critical requirement in what is a very fast moving field. The system embodies a philosophy of automation, best practice, experimental design and the use of both traditional cheminformatics and modern machine learning algorithms. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s10822-019-00234-8) contains supplementary material, which is available to authorized users.

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