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Volumn 3, Issue 5, 2017, Pages 434-443

Prediction of Organic Reaction Outcomes Using Machine Learning

Author keywords

[No Author keywords available]

Indexed keywords

PATTERN RECOGNITION;

EID: 85026415930     PISSN: 23747943     EISSN: 23747951     Source Type: Journal    
DOI: 10.1021/acscentsci.7b00064     Document Type: Article
Times cited : (582)

References (33)
  • 1
    • 37049231053 scopus 로고
    • Computer-Assisted Design of Complex Organic Syntheses
    • Corey, E. J.; Wipke, W. T. Computer-Assisted Design of Complex Organic Syntheses Science 1969, 166, 178-192 10.1126/science.166.3902.178
    • (1969) Science , vol.166 , pp. 178-192
    • Corey, E.J.1    Wipke, W.T.2
  • 2
    • 0011362257 scopus 로고
    • General methods for the construction of complex molecules
    • Corey, E. J. General methods for the construction of complex molecules Pure Appl. Chem. 1967, 14, 19-38 10.1016/B978-0-08-020741-4.50004-X
    • (1967) Pure Appl. Chem. , vol.14 , pp. 19-38
    • Corey, E.J.1
  • 4
    • 0003981102 scopus 로고
    • Computer-assisted mechanistic evaluation of organic reactions. 1. Overview
    • Salatin, T. D.; Jorgensen, W. L. Computer-assisted mechanistic evaluation of organic reactions. 1. Overview J. Org. Chem. 1980, 45, 2043-2051 10.1021/jo01299a001
    • (1980) J. Org. Chem. , vol.45 , pp. 2043-2051
    • Salatin, T.D.1    Jorgensen, W.L.2
  • 5
    • 0029208234 scopus 로고
    • SOPHIA, a Knowledge Base-Guided Reaction Prediction System-Utilization of a Knowledge Base Derived from a Reaction Database
    • Satoh, H.; Funatsu, K. SOPHIA, a Knowledge Base-Guided Reaction Prediction System-Utilization of a Knowledge Base Derived from a Reaction Database J. Chem. Inf. Model. 1995, 35, 34-44 10.1021/ci00023a005
    • (1995) J. Chem. Inf. Model. , vol.35 , pp. 34-44
    • Satoh, H.1    Funatsu, K.2
  • 9
    • 84867780136 scopus 로고    scopus 로고
    • ReactionPredictor: Prediction of Complex Chemical Reactions at the Mechanistic Level Using Machine Learning
    • Kayala, M. A.; Baldi, P. ReactionPredictor: Prediction of Complex Chemical Reactions at the Mechanistic Level Using Machine Learning J. Chem. Inf. Model. 2012, 52, 2526-2540 10.1021/ci3003039
    • (2012) J. Chem. Inf. Model. , vol.52 , pp. 2526-2540
    • Kayala, M.A.1    Baldi, P.2
  • 10
    • 85012967324 scopus 로고    scopus 로고
    • Neural Networks for the Prediction of Organic Chemistry Reactions
    • Wei, J. N.; Duvenaud, D.; Aspuru-Guzik, A. Neural Networks for the Prediction of Organic Chemistry Reactions ACS Cent. Sci. 2016, 2, 725-732 10.1021/acscentsci.6b00219
    • (2016) ACS Cent. Sci. , vol.2 , pp. 725-732
    • Wei, J.N.1    Duvenaud, D.2    Aspuru-Guzik, A.3
  • 11
    • 85007609844 scopus 로고    scopus 로고
    • Modelling Chemical Reasoning to Predict and Invent Reactions
    • Segler, M. H.; Waller, M. P. Modelling Chemical Reasoning to Predict and Invent Reactions Chem.-Eur. J. 2017, 10.1002/chem.201604556
    • (2017) Chem.-Eur. J.
    • Segler, M.H.1    Waller, M.P.2
  • 12
    • 85013399420 scopus 로고    scopus 로고
    • Neural-Symbolic Machine Learning for Retrosynthesis and Reaction Prediction
    • Segler, M. H.; Waller, M. Neural-Symbolic Machine Learning for Retrosynthesis and Reaction Prediction Chem.-Eur. J. 2017, 10.1002/chem.201605499
    • (2017) Chem.-Eur. J.
    • Segler, M.H.1    Waller, M.2
  • 13
    • 85026351456 scopus 로고    scopus 로고
    • ChemAxon, Reactor.
    • ChemAxon, Reactor. https://www.chemaxon.com/products/reactor/, 2016.
    • (2016)
  • 14
    • 84864201010 scopus 로고    scopus 로고
    • Mining Electronic Laboratory Notebooks: Analysis, Retrosynthesis, and Reaction Based Enumeration
    • Christ, C. D.; Zentgraf, M.; Kriegl, J. M. Mining Electronic Laboratory Notebooks: Analysis, Retrosynthesis, and Reaction Based Enumeration J. Chem. Inf. Model. 2012, 52, 1745-1756 10.1021/ci300116p
    • (2012) J. Chem. Inf. Model. , vol.52 , pp. 1745-1756
    • Christ, C.D.1    Zentgraf, M.2    Kriegl, J.M.3
  • 16
    • 85026362058 scopus 로고    scopus 로고
    • Patent reaction extraction: downloads.
    • Lowe, D. M. Patent reaction extraction: downloads, 2014; https://bitbucket.org/dan2097/patent-reaction-extraction/downloads.
    • (2014)
    • Lowe, D.M.1
  • 19
    • 0034351504 scopus 로고    scopus 로고
    • A widely applicable set of descriptors
    • Labute, P. A widely applicable set of descriptors J. Mol. Graphics Modell. 2000, 18, 464-477 10.1016/S1093-3263(00)00068-1
    • (2000) J. Mol. Graphics Modell. , vol.18 , pp. 464-477
    • Labute, P.1
  • 20
    • 33751499087 scopus 로고
    • The electrotopological state: Structure information at the atomic level for molecular graphs
    • Hall, L. H.; Mohney, B.; Kier, L. B. The electrotopological state: structure information at the atomic level for molecular graphs J. Chem. Inf. Model. 1991, 31, 76-82 10.1021/ci00001a012
    • (1991) J. Chem. Inf. Model. , vol.31 , pp. 76-82
    • Hall, L.H.1    Mohney, B.2    Kier, L.B.3
  • 21
    • 0000125764 scopus 로고
    • A new model for calculating atomic charges in molecules
    • Gasteiger, J.; Marsili, M. A new model for calculating atomic charges in molecules Tetrahedron Lett. 1978, 19, 3181-3184 10.1016/S0040-4039(01)94977-9
    • (1978) Tetrahedron Lett. , vol.19 , pp. 3181-3184
    • Gasteiger, J.1    Marsili, M.2
  • 22
    • 49149147973 scopus 로고
    • Iterative partial equalization of orbital electronegativity-a rapid access to atomic charges
    • Gasteiger, J.; Marsili, M. Iterative partial equalization of orbital electronegativity-a rapid access to atomic charges Tetrahedron 1980, 36, 3219-3228 10.1016/0040-4020(80)80168-2
    • (1980) Tetrahedron , vol.36 , pp. 3219-3228
    • Gasteiger, J.1    Marsili, M.2
  • 26
    • 84859336929 scopus 로고    scopus 로고
    • Estimating chemical reactivity and cross-influence from collective chemical knowledge
    • Soh, S.; Wei, Y.; Kowalczyk, B.; Gothard, C. M.; Baytekin, B.; Gothard, N.; Grzybowski, B. A. Estimating chemical reactivity and cross-influence from collective chemical knowledge Chem. Sci. 2012, 3, 1497-1502 10.1039/c2sc00011c
    • (2012) Chem. Sci. , vol.3 , pp. 1497-1502
    • Soh, S.1    Wei, Y.2    Kowalczyk, B.3    Gothard, C.M.4    Baytekin, B.5    Gothard, N.6    Grzybowski, B.A.7
  • 27
    • 84888614601 scopus 로고    scopus 로고
    • ReactionMap: An Efficient Atom-Mapping Algorithm for Chemical Reactions
    • Fooshee, D.; Andronico, A.; Baldi, P. ReactionMap: An Efficient Atom-Mapping Algorithm for Chemical Reactions J. Chem. Inf. Model. 2013, 53, 2812-2819 10.1021/ci400326p
    • (2013) J. Chem. Inf. Model. , vol.53 , pp. 2812-2819
    • Fooshee, D.1    Andronico, A.2    Baldi, P.3
  • 29
    • 77952772341 scopus 로고    scopus 로고
    • Extended-connectivity fingerprints
    • Rogers, D.; Hahn, M. Extended-connectivity fingerprints J. Chem. Inf. Model. 2010, 50, 742-754 10.1021/ci100050t
    • (2010) J. Chem. Inf. Model. , vol.50 , pp. 742-754
    • Rogers, D.1    Hahn, M.2
  • 31
    • 85026413479 scopus 로고    scopus 로고
    • RDKit: Open-source cheminformatics
    • Landrum, G. RDKit: Open-source cheminformatics; http://rdkit.org. 2016.
    • (2016)
    • Landrum, G.1
  • 32
    • 85026396304 scopus 로고    scopus 로고
    • keras
    • Chollet, F. keras; http://keras.io. 2015.
    • (2015)
    • Chollet, F.1


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