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. Author manuscript; available in PMC: 2021 Nov 10.
Published in final edited form as: J Chem Theory Comput. 2021 Oct 5;17(11):7085–7095. doi: 10.1021/acs.jctc.1c00664

Table 1.

Breakdown of the class specific unsigned average relative error on the training set computed using the optimized LJ parameters. The 2nd column contains the number of molecules used during training in each class, the 3rd column contains the error on the computed molecular volume, and the 4th column contains the error on the computed heat of vaporization (HVAP).

Class Number of Molecules %Volume Error Final %HVAP Error Final
Alkanes 30 2.32 3.31
Alkenes 25 1.41 2.29
Alkynes 5 0.95 2.29
Aromatics 29 0.93 2.81
Alcohols 33 1.40 4.87
Ketones 23 3.51 2.77
Ethers 31 3.45 5.40
Acids/Esters 57 3.74 4.45
Amides/Amines/Nitros 79 2.14 5.88
Sulfurs 14 1.29 3.41
Phosphorus 2 1.526 8.467
Halogens 51 1.66 4.72