Inverse molecular design using machine learning: Generative models for matter engineering
B Sanchez-Lengeling, A Aspuru-Guzik - Science, 2018 - science.org
… Here, we review methods for achieving inverse design, which aims to … of machine learning,
have resulted in a fertile exchange of ideas, where approaches to inverse molecular design …
have resulted in a fertile exchange of ideas, where approaches to inverse molecular design …
Machine learning for multiscale modeling in computational molecular design
AS Alshehri, F You - Current Opinion in Chemical Engineering, 2022 - Elsevier
… In this paper, we reviewed the current progress of applying machine learning to elements
of molecular design problems across different scales. As seen, however, the current CMD …
of molecular design problems across different scales. As seen, however, the current CMD …
Machine learning for molecular modelling in drug design
PJ Ballester - Biomolecules, 2019 - mdpi.com
Machine learning (ML) has become a crucial component of early drug discovery. This
research area has been fueled by two main factors. The first is the fast-growing availability of …
research area has been fueled by two main factors. The first is the fast-growing availability of …
A machine learning approach to computer-aided molecular design
G Bolis, L Di Pace, F Fabrocini - … of computer-aided molecular design, 1991 - Springer
… As mentioned above, our system makes use of machine learning techniques to deal with
the SAR problem. The term 'learning', in everyday language, is used in a somewhat broad and …
the SAR problem. The term 'learning', in everyday language, is used in a somewhat broad and …
Machine learning–assisted molecular design and efficiency prediction for high-performance organic photovoltaic materials
… Through supervised learning, our machine learning (ML) models can build up the structure-…
We explore several expressions for molecule structures, ie, images, ASCII strings, descriptors…
We explore several expressions for molecule structures, ie, images, ASCII strings, descriptors…
Modern machine learning for tackling inverse problems in chemistry: molecular design to realization
… Recently, his group has been working on employing modern artificial intelligence/machine
learning techniques for molecular/drug design and healthcare. He is a recipient of awards …
learning techniques for molecular/drug design and healthcare. He is a recipient of awards …
Molgensurvey: A systematic survey in machine learning models for molecule design
… in machine learning models for molecule design. We start with a brief review of the mainstream
molecule … Then we summarize all the existing molecule design problems into several …
molecule … Then we summarize all the existing molecule design problems into several …
Machine-learning-assisted molecular design of phenylnaphthylamine-type antioxidants
S Du, X Wang, R Wang, L Lu, Y Luo, G You… - Physical Chemistry …, 2022 - pubs.rsc.org
… molecular simulation and machine learning could provide alternative tools for the molecular
design … Generally, researchers adopt a series of molecular design schemes combined with …
design … Generally, researchers adopt a series of molecular design schemes combined with …
Machine-learning-assisted discovery of polymers with high thermal conductivity using a molecular design algorithm
… The use of machine learning in computational molecular design has great … by machine-learning-assisted
polymer chemistry. This discovery was made by the interplay between machine …
polymer chemistry. This discovery was made by the interplay between machine …
A machine learning based computer-aided molecular design/screening methodology for fragrance molecules
… -aided molecular design/screening method is developed in this work for the design and …
In this method, the odor of the molecules are predicted using a data driven machine learning …
In this method, the odor of the molecules are predicted using a data driven machine learning …
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