Systems and methods for predicting chemical reactions
AssigneeMassachusetts Institute of Technology
InventorsConnor Wilson Coley, Klavs F. Jensen, Regina Barzilay, Tommi S. Jaakkola, Wengong Jin
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AssigneeMassachusetts Institute of Technology
InventorsConnor Wilson Coley, Klavs F. Jensen, Regina Barzilay, Tommi S. Jaakkola, Wengong Jin
Estimating the term…
Techniques for predicting a chemical reaction that includes a set of input molecules. The techniques may include obtaining input molecule information identifying the set of input molecules and predicting at least one chemical reaction that include a transformation between the set of input molecules and a set of output molecules by modifying at least one reaction center of the set of input molecules. The predicting of the at least one chemical reaction may be performed at least in part by using the input molecule information and at least one statistical model relating properties of atoms outside a region of a molecule to reactivity of the molecule at the region to identify the at least one reaction center. The techniques further include outputting information indicating the set of output molecules.
A system comprising:
The method of claim 16, wherein a reaction center of the at least one reaction center identifies a set of atoms in the at least one input molecule and at least one bond type between pairs of atoms in the set of atoms.
The method of claim 16, wherein a reaction center of the at least one reaction center identifies a set of atoms in the at least one input molecule and a type of chemical interaction between individual pairs of atoms in the set of atoms.
The at least one non-transitory computer-readable storage medium of claim 15, wherein predicting the at least one chemical reaction further comprises:
The at least one non-transitory computer-readable storage medium of claim 15, wherein the at least one output molecule includes a plurality of output molecule sets, and the at least one processor is further configured to perform:
The at least one non-transitory computer-readable storage medium of claim 15, wherein the at least one statistical model further relates properties of atoms inside and outside a region of a molecule to reactivity of the molecule at the region to identify the at least one reaction center.
At least one non-transitory computer-readable storage medium storing processor-executable instructions that, when executed by at least one hardware processor, cause the at least one hardware processor to perform:
A method, comprising:
-32. (canceled)
A system comprising:
At least one non-transitory computer-readable storage medium storing processor-executable instructions that, when executed by at least one hardware processor, cause the at least one hardware processor to perform:
A method, comprising:
Dependencies are inferred from the claim text.