Skip to main content
. Author manuscript; available in PMC: 2014 Nov 25.
Published in final edited form as: J Chem Inf Model. 2013 Oct 30;53(11):3054–3063. doi: 10.1021/ci400480s

Table 2.

Individual machine learning model cross validation Receiver Operator Curve Statistics. Where: IC90 < 10µg/ml (CB2-TAACF) or 10µM and a selectivity index (SI) greater than ten were the SI is calculated from SI = CC50/IC90.

Mtb Models (training
set N)
RP Forest
(Out of bag
ROC)
RP Single
Tree (With
5 fold
cross
validation
ROC)
SVM
(with 5 fold
cross
validation
ROC)
Bayesian
(with 5
fold
cross
validation
ROC)
Bayesian
(leave out
50% × 100
ROC)
MLSMR dose response and cytotoxicity (2273) 0.78 0.77 0.80 0.83 0.82
TAACF-CB2 dose response and cytotoxicity (1783) 0.57 0.57 0.58 0.60 0.64
TAACF Kinase dose response and cytotoxicity (1248) 0.73 0.72 0.75 0.76 0.74
ARRA dose response and cytotoxicity (1924) 0.82 0.80 0.83 0.86 0.81