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In the example presented in Section 3 the model implemented uses a raster-based approach.
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This is implemented with a discriminative model implemented using a CRF sequence tagger.
The sound power values are also acquired via a simulation model implemented using commercial tools ANSYS and LMS.
CakePHP standardizes the development of PHP scripts by use of the model view controller (MVC) [18] model, implemented using Object Oriented Programming (OOP) [19].
A linear mixed effects model implemented using Restricted Maximum Likelihood was used to analyze the normalized log2 transformed fluorescence intensities for each gene, accounting for the effects of dye, treatment, bee and microarray.
ENMs were generated using a presence-only model implemented using the program Maxent [ 53].
In order to assess the performance of the method, simulated population histories were generated using a Wright Fisher model, implemented using in-house code.
Apoptotic response heritability was modelled using structural equation modelling implemented using MX software applied to MZ and DZ twins (Neale and Maes, 1991).
It was also observed that overall SVM-based models implemented using SVMlight performed better than models developed using WEKA as explained in results section.
In this study, we developed Support Vector Machine SVMM) based models, implemented using freely available software SVMlight that is widely used in classification problems [ 21, 59- 61].
These results were comparable to SVM models implemented using SVMlight, where it achieved maximum accuracy of 70.42%, 82.70% and 72.07% for IgG, IgE and IgA respectively.
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