Dimensionally reduced machine learning model for predicting single component octanol–water partition coefficients

Table 3 Names and descriptions of each model being used as a comparison

Model name	Model types	Number of features	References
MF-LOGP	Defeatured Atom Additive	10	N/A
XLOGP3	Similarity Search + Fragment	88	[6]
KOWWIN	Similarity Search + Fragment	400	[27]
WLOGP	Fragment	68	[26]
MLOGP	Molecular Simulation	13^*	[23]
iLOGP	Molecular Simulation	2^*	[23]
ALOGPS	Molecular Simulation	115^*	[24]
SILICOS-IT	Fragment + Molecular Simulation	35	[28]
AAM	Simple Atom Additive	2	[22]

^*Number of features within the molecular simulation models do not account for the original input of structural information

ISSN: 1758-2946