Two linear discriminant analysis models, using non-stochastic and stochastic linear indices, were obtained.
The equilibrium data were fitted to the Langmuir and Freundlich isotherm models using non-linear regression technique.
We have also estimated the models using non-linear estimation methods (i.e. logit and probit) and the results, available upon request from the authors, are unaffected.
While the estimates of population size and trend did not suffer greatly in models using non-informative priors, the algorithm was unable to accurately estimate demographic parameters.
The obtained LDA-based QSAR models, using non-stochastic and stochastic indices, were able to classify correctly 94.51% (90.63%) and 93.41% (93.75%) of the chemicals in training (test) sets, respectively.
The chapter also analyzes nine different series of three-dimensional models, using non-linear finite element method to study the behavior of this new geometry of beam to double-I built-up connection under applied loading.
However, we provide a statistical framework for comparing real-world networks to other theoretical models using non-parametric statistics.
Logistic regression was selected for its popularity in classification models using non-censored data and in clinical settings [ 18, 56].
We expect that the possibility of building models using non-linear approximate formalisms and of subsequently optimizing these models will trigger interest in the experimental characterization of the components of cellular metabolism.
One unit of PEPC is defined as the amount of PEPC resulting in the production of 1 μmol of oxaloacetate per min. PEP saturation kinetic data for Class-2 PEPCs were fitted to both single and two active site models using non-linear regression analysis software (SigmaPlot Version 10.0; SPSS) as described previously [ 21, 24].
This relationship may vary by location and season; because we anticipated that residential EC may display a different relationship with central site EC by season, we built our models using non-converted (reflectance) units, and allowed for season-specific slopes in each model.
