. Author manuscript; available in PMC: 2020 Jul 10.

Published in final edited form as: J Chem Inf Model. 2020 Feb 3;60(3):1235–1244. doi: 10.1021/acs.jcim.9b01184

Table 7.

Summary of the Improvement by BTAMDL Models upon MDL and GBDT for Four Toxicity Datasets^a

	LD₅₀ (7413)		IGC₅₀ (1792)		LC₅₀ (823)		LC₅₀-DM (353)
model	MDL	GBDT	MDL	GBDT	MDL	GBDT	MDL	GBDT
BTAMDL 1	−3.5%	1.9%	2.3%	0.4%	12.1%	0.5%	55.3%	1.7%
BTAMDL 2	−3.6%	1.8%	2.1%	0.1%	12.4%	0.8%	57.0%	2.8%

The number in the bracket is the total size of the dataset.