Skip to main content
. Author manuscript; available in PMC: 2010 Nov 1.
Published in final edited form as: J Pharm Sci. 2009 Nov;98(11):4069–4084. doi: 10.1002/jps.21678

Table 5.

Degree of Freedom Effect on a QSPR Model

QSPR Model Statistics
Data Split 70% Training, 15% Validation, 15% Prediction 100% Training
DF 0.53 1.01 1.90 2.32 2.39 3.14 4.10 5.16 0.7 1.0
SSE 12 16 17 19 21 32 30 33 0.21 0.26
%AAD 5.1 6.7 7.5 8.0 9.1 10.5 12.0 12.5 0.88 1.1
RMSE 0.28 0.31 0.43 0.34 0.36 0.44 0.43 0.45 0.036 0.041
R2 0.93 0.93 0.93 0.93 0.92 0.91 0.86 0.84 0.997 0.997
%AAD
 Training 0.2 3.2 6.0 5.7 6.7 8.5 10.6 10.4 0.997 0.997
 CV 17.2 14.2 12.1 13.8 13.4 15.8 14.8 13.5
 Prediction 15.9 15.8 10.1 12.9 15.7 14.3 15.6 21.4