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Predicting electronic structure properties of transition metal complexes with neural networks

Jon Paul Janet, Heather J. Kulik

Chemical Science · 2017

doi:10.1039/c7sc01247k

Abstract

Our neural network predicts spin-state ordering of transition metal complexes to near-chemical accuracy with respect to DFT reference.

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References 114

  1. 1.

    Gomez-Bombarelli R., Aguilera-Iparraguirre J., Hirzel T. D., Duvenaud D., Maclaurin D., Blood-Forsythe M. A., Chae H. S., Einzinger M., Ha D. G., Wu T., Markopoulos G., Jeon S., Kang H., Miyazaki H., Numata M., Kim S., Huang W., Hong S. I., Baldo M., Adams R. P., Aspuru-Guzik A. Nat. Mater. 2016;15:1120-1127.

    Not in our library10.1038/nmat4717

  2. 2.

    Pyzer-Knapp E. O., Li K., Aspuru-Guzik A. Adv. Funct. Mater. 2015;25:6495-6502.

    Not in our library

  3. 3.

    Norskov J. K., Bligaard T. Angew. Chem., Int. Ed. Engl. 2013;52:776-777.

    Not in our library10.1002/anie.201208487

  4. 4.

    Jain A., Ong S. P., Hautier G., Chen W., Richards W. D., Dacek S., Cholia S., Gunter D., Skinner D., Ceder G. APL Mater. 2013;1:011002.

    Not in our library

  5. 5.

    Virshup A. M., Contreras-García J., Wipf P., Yang W., Beratan D. N. J. Am. Chem. Soc. 2013;135:7296-7303.

    Not in our library10.1021/ja401184g

  6. 6.

    Kirkpatrick P., Ellis C. Nature. 2004;432:823-823.

    Not in our library

  7. 7.

    Meredig B., Agrawal A., Kirklin S., Saal J. E., Doak J. W., Thompson A., Zhang K., Choudhary A., Wolverton C. Phys. Rev. B: Condens. Matter Mater. Phys. 2014;89:094104.

    Not in our library

  8. 8.

    Li L., Snyder J. C., Pelaschier I. M., Huang J., Niranjan U.-N., Duncan P., Rupp M., Müller K.-R., Burke K. Int. J. Quantum Chem. 2016;116:819-833.

    Not in our library

  9. 9.

    Rupp M. Int. J. Quantum Chem. 2015;115:1058-1073.

    Not in our library

  10. 10.

    Behler J. J. Chem. Phys. 2016;145:170901.

    Not in our library10.1063/1.4966192

  11. 11.

    Behler J. J. Phys.: Condens. Matter. 2014;26:183001.

    Not in our library10.1088/0953-8984/26/18/183001

  12. 12.

    Lorenz S., Groß A., Scheffler M. Chem. Phys. Lett. 2004;395:210-215.

    Not in our library

  13. 13.

    Artrith N., Morawietz T., Behler J. Phys. Rev. B: Condens. Matter Mater. Phys. 2011;83:153101.

    Not in our library

  14. 14.

    Behler J., Parrinello M. Phys. Rev. Lett. 2007;98:146401.

    Not in our library10.1103/physrevlett.98.146401

  15. 15.

    Prudente F. V., Neto J. J. S. Chem. Phys. Lett. 1998;287:585-589.

    Not in our library

  16. 16.

    Mones L., Bernstein N., Csanyi G. J. Chem. Theory Comput. 2016;12:5100-5110.

    Not in our library10.1021/acs.jctc.6b00553

  17. 17.

    Smith J. S., Isayev O., Roitberg A. E. Chem. Sci. 2017;3192-3203.

    Not in our library10.1039/c6sc05720a

  18. 18.

    Snyder J. C., Rupp M., Hansen K., Muller K.-R., Burke K. Phys. Rev. Lett. 2012;108:253002.

    Not in our library10.1103/physrevlett.108.253002

  19. 19.

    Mills K., Spanner M. and Tamblyn I., Deep Learning and the Schrödinger Equation, arXiv preprint arXiv:1702.01361, 2017.

    Not in our library

  20. 20.

    Yao K., Parkhill J. J. Chem. Theory Comput. 2016;12:1139-1147.

    Not in our library10.1021/acs.jctc.5b01011

  21. 21.

    Snyder J. C., Rupp M., Hansen K., Blooston L., Müller K.-R., Burke K. J. Chem. Phys. 2013;139:224104.

    Not in our library10.1063/1.4834075

  22. 22.

    Yao K., Herr J. E., Parkhill J. J. Chem. Phys. 2017;146:014106.

    Not in our library10.1063/1.4973380

  23. 23.

    Hase F., Valleau S., Pyzer-Knapp E., Aspuru-Guzik A. Chem. Sci. 2016;7:5139-5147.

    Not in our library10.1039/c5sc04786b

  24. 24.

    Li Z., Kermode J. R., De Vita A. Phys. Rev. Lett. 2015;114:096405.

    Not in our library10.1103/physrevlett.114.096405

  25. 25.

    Botu V., Ramprasad R. Int. J. Quantum Chem. 2015;115:1074-1083.

    Not in our library

  26. 26.

    Pilania G., Gubernatis J., Lookman T. Comput. Mater. Sci. 2017;129:156-163.

    Not in our library

  27. 27.
  28. 28.

    Ma X., Li Z., Achenie L. E. K., Xin H. J. Phys. Chem. Lett. 2015;6:3528-3533.

    Not in our library10.1021/acs.jpclett.5b01660

  29. 29.

    Mannodi-Kanakkithodi A., Pilania G., Huan T. D., Lookman T., Ramprasad R. Sci. Rep. 2016;6:20952.

    Not in our library10.1038/srep20952

  30. 30.

    Huan T. D., Mannodi-Kanakkithodi A., Ramprasad R. Phys. Rev. B: Condens. Matter Mater. Phys. 2015;92:014106.

    Not in our library

  31. 31.
  32. 32.

    Lee J., Seko A., Shitara K., Tanaka I. Phys. Rev. B. 2016;93:115104.

    Not in our library

  33. 33.

    Morawietz T., Behler J. J. Phys. Chem. A. 2013;117:7356-7366.

    Not in our library10.1021/jp401225b

  34. 34.

    Morawietz T., Singraber A., Dellago C., Behler J. Proc. Natl. Acad. Sci. U. S. A. 2016;201602375.

    Not in our library10.1073/pnas.1602375113

  35. 35.

    Rupp M., Tkatchenko A., Müller K.-R., von Lilienfeld O. A. Phys. Rev. Lett. 2012;108:058301.

    Not in our library10.1103/physrevlett.108.058301

  36. 36.

    Huang B., von Lilienfeld O. A. J. Chem. Phys. 2016;145:161102.

    Not in our library10.1063/1.4964627

  37. 37.

    De S., Bartk A. P., Csányi G., Ceriotti M. Phys. Chem. Chem. Phys. 2016;18:1-18.

    Not in our library10.1039/c6cp00415f

  38. 38.

    Maggiora G., Vogt M., Stumpfe D., Bajorath J. J. Med. Chem. 2013;57:3186-3204.

    Not in our library10.1021/jm401411z

  39. 39.

    Wang J., Wolf R. M., Caldwell J. W., Kollman P. A., Case D. A. J. Comput. Chem. 2004;25:1157-1174.

    Not in our library10.1002/jcc.20035

  40. 40.

    Kubinyi H. Drug Discovery Today. 1997;2:457-467.

    Not in our library

All 114 references

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